FAIRsharing.pqnhpj; Last edited: July 7, 2021, 8:36 a.m.; Last accessed: Jan 03 2022 7:08 p.m.

Other names: MIMIC-III

MIMIC-III (Medical Information Mart for Intensive Care III) is a large, freely-available database comprising deidentified health-related data associated with over forty thousand patients who stayed in critical care units of the Beth Israel Deaconess Medical Center between 2001 and 2012. The database includes information such as demographics, vital sign measurements made at the bedside (~1 data point per hour), laboratory test results, procedures, medications, caregiver notes, imaging reports, and mortality (both in and out of hospital). MIMIC supports a diverse range of analytic studies spanning epidemiology, clinical decision-rule improvement, and electronic tool development. I

Webpage:

http://mimic.physionet.org/

Publications:

Publications
More detailed information about this field from each metasource.

MIMIC-III, a freely accessible critical care database
PMID: 27219127
metasource: Fairsharing.org
version: FAIRsharing.org: MIMIC-III; Medical Information Mart for Intensive Care III; DOI: https://doi.org/10.25504/FAIRsharing.pqnhpj; Last edited: July 7, 2021, 8:36 a.m.; Last accessed: Jan 03 2022 7:08 p.m.

Multiparameter Intelligent Monitoring in Intensive Care II: a public-access intensive care unit database
PMID: 21283005
metasource: Fairsharing.org
version: FAIRsharing.org: MIMIC-III; Medical Information Mart for Intensive Care III; DOI: https://doi.org/10.25504/FAIRsharing.pqnhpj; Last edited: July 7, 2021, 8:36 a.m.; Last accessed: Jan 03 2022 7:08 p.m.

MIMIC-III, a freely accessible critical care database PubMed citations: 973.

973 articles citing: MIMIC-III, a freely accessible critical care database

Wearable Photoplethysmography for Cardiovascular Monitoring. PMID:35356509
A Novel Nomogram for Predicting Morbidity Risk in Patients with Secondary Malignant Neoplasm of Bone and Bone Marrow: An Analysis Based on the Large MIMIC-III Clinical Database. PMID:35345774
Increased normalized lactate load is associated with higher mortality in both sepsis and non-sepsis patients: an analysis of the MIMIC-IV database. PMID:35337269
Diagnostic Features and Potential Applications of PPG Signal in Healthcare: A Systematic Review. PMID:35327025
A Flexible, Wearable, and Wireless Biosensor Patch with Internet of Medical Things Applications. PMID:35323409
Endotypes and the Path to Precision in Moderate and Severe Traumatic Brain Injury. PMID:35314969
A Machine Learning-Based Prediction Model for Acute Kidney Injury in Patients With Congestive Heart Failure. PMID:35310995
A Study of Social and Behavioral Determinants of Health in Lung Cancer Patients Using Transformers-based Natural Language Processing Models. PMID:35309014
Integrating Multimodal Electronic Health Records for Diagnosis Prediction. PMID:35309013
Learning Predictive and Interpretable Timeseries Summaries from ICU Data. PMID:35309006
Intrinsic Evaluation of Contextual and Non-contextual Word Embeddings using Radiology Reports. PMID:35308988
Towards more patient friendly clinical notes through language models and ontologies. PMID:35308976
Launching into clinical space with medspaCy: a new clinical text processing toolkit in Python. PMID:35308962
Reducing Physicians' Cognitive Load During Chart Review: A Problem-Oriented Summary of the Patient Electronic Record. PMID:35308927
Clinical Note Section Detection Using a Hidden Markov Model of Unified Medical Language System Semantic Types. PMID:35308919
Association of Fluid Management With Mortality of Sepsis Patients With Congestive Heart Failure: A Retrospective Cohort Study. PMID:35308491
A machine learning-based risk stratification tool for in-hospital mortality of intensive care unit patients with heart failure. PMID:35303896
The neutrophil percentage-to-albumin ratio is associated with all-cause mortality in critically ill patients with acute myocardial infarction. PMID:35300600
Strategies to Address the Lack of Labeled Data for Supervised Machine Learning Training With Electronic Health Records: Case Study for the Extraction of Symptoms From Clinical Notes. PMID:35285805
The effects of midazolam or propofol plus fentanyl on ICU mortality: a retrospective study based on the MIMIC-IV database. PMID:35280412
Risk of acute kidney injury associated with anti-pseudomonal and anti-MRSA antibiotic strategies in critically ill patients. PMID:35271615
Identification of data elements for blood gas analysis dataset: a base for developing registries and artificial intelligence-based systems. PMID:35260155
Predictive Value of Blood Urea Nitrogen to Albumin Ratio in Long-Term Mortality in Intensive Care Unit Patients with Acute Myocardial Infarction: A Propensity Score Matching Analysis. PMID:35256854
Postoperative Serum Creatinine Serves as a Prognostic Predictor of Cardiac Surgery Patients. PMID:35252373
Blood Urea Nitrogen-to-Albumin Ratio in Predicting Long-Term Mortality in Patients Following Coronary Artery Bypass Grafting: An Analysis of the MIMIC-III Database. PMID:35252328
Platelet Transfusion in Patients With Sepsis and Thrombocytopenia: A Propensity Score-Matched Analysis Using a Large ICU Database. PMID:35252261
Intensive care unit capacity and mortality in older adults: a three nations retrospective observational cohort study. PMID:35244803
Automatic Classification of Cancer Pathology Reports: A Systematic Review. PMID:35242443
Antimicrobial and Microbiological Characteristics of Critically Ill Patients with Complicated Intra-Abdominal Infection: Observational Data from Beth Israel Deaconess Medical Center. PMID:35241928
Severe acute kidney injury predicting model based on transcontinental databases: a single-centre prospective study. PMID:35241466
Machine Learning Techniques in Blood Pressure Management During the Acute Phase of Ischemic Stroke. PMID:35237221
A comparison of approaches to improve worst-case predictive model performance over patient subpopulations. PMID:35228563
Factors associated with in-hospital mortality in adult sepsis with Escherichia coli infection. PMID:35227247
The association between continuous renal replacement therapy as treatment for sepsis-associated acute kidney injury and trend of lactate trajectory as risk factor of 28-day mortality in intensive care units. PMID:35227200
Cox-LASSO Analysis for Hospital Mortality in Patients With Sepsis Received Continuous Renal Replacement Therapy: A MIMIC-III Database Study. PMID:35223879
Central venous pressure and acute kidney injury in critically ill patients with multiple comorbidities: a large retrospective cohort study. PMID:35220937
Intelligent Clinical Decision Support. PMID:35214310
Transportability and Implementation Challenges of Early Warning Scores for Septic Shock in the ICU: A Perspective on the TREWScore. PMID:35211485
SmileGNN: Drug-Drug Interaction Prediction Based on the SMILES and Graph Neural Network. PMID:35207606
CoCross: An ICT Platform Enabling Monitoring Recording and Fusion of Clinical Information Chest Sounds and Imaging of COVID-19 ICU Patients. PMID:35206889
Early Prediction of Sepsis Onset Using Neural Architecture Search Based on Genetic Algorithms. PMID:35206537
Learning dynamic treatment strategies for coronary heart diseases by artificial intelligence: real-world data-driven study. PMID:35168623
The predictive value of the Oxford Acute Severity of Illness Score for clinical outcomes in patients with acute kidney injury. PMID:35168501
Machine learning for the prediction of acute kidney injury in critical care patients with acute cerebrovascular disease. PMID:35166177
Prediction Models for Sepsis-Associated Thrombocytopenia Risk in Intensive Care Units Based on a Machine Learning Algorithm. PMID:35155506
Blood urea nitrogen to serum albumin ratio as a new prognostic indicator in critical patients with chronic heart failure. PMID:35146943
The Neutrophil-to-Albumin Ratio as a New Predictor of All-Cause Mortality in Patients with Heart Failure. PMID:35140500
Unifying Diagnosis Identification and Prediction Method Embedding the Disease Ontology Structure From Electronic Medical Records. PMID:35127624
Comparison of Machine-Learning Algorithms for the Prediction of Current Procedural Terminology (CPT) Codes from Pathology Reports. PMID:35127232
Evaluating semantic similarity methods for comparison of text-derived phenotype profiles. PMID:35123470
Clinical language search algorithm from free-text: facilitating appropriate imaging. PMID:35120466
A prediction model for 30-day deaths of cirrhotic patients in intensive care unit hospitalization. PMID:35119032
Atrial Fibrillation Is Not an Independent Determinant of Mortality Among Critically Ill Acute Ischemic Stroke Patients: A Propensity Score-Matched Analysis From the MIMIC-IV Database. PMID:35111120
Incorporating uncertainty in learning to defer algorithms for safe computer-aided diagnosis. PMID:35110629
MedGCN: Medication recommendation and lab test imputation via graph convolutional networks. PMID:35104644
CATAN: Chart-aware temporal attention network for adverse outcome prediction. PMID:35079697
Peeking into a black box, the fairness and generalizability of a MIMIC-III benchmarking model. PMID:35075160
Hierarchical Information Criterion for Variable Abstraction. PMID:35072086
Prognostic value of hyperuricemia for patients with sepsis in the intensive care unit. PMID:35058497
Patient Representation Learning From Heterogeneous Data Sources and Knowledge Graphs Using Deep Collective Matrix Factorization: Evaluation Study. PMID:35049514
Machine learning model for predicting acute kidney injury progression in critically ill patients. PMID:35045840
Risk Factors for Pulmonary Embolism in ICU Patients: A Retrospective Cohort Study from the MIMIC-III Database. PMID:35043708
Artificial Intelligence for Detection of Cardiovascular-Related Diseases from Wearable Devices: A Systematic Review and Meta-Analysis. PMID:35040610
Construction and Validation of a Risk Prediction Model for Acute Kidney Injury in Patients Suffering from Septic Shock. PMID:35035614
Serum Anion Gap is Associated with Risk of All-Cause Mortality in Critically Ill Patients with Acute Myocardial Infarction. PMID:35023960
Population Pharmacokinetics and Dosing Optimization of Gentamicin in Critically Ill Patients Undergoing Continuous Renal Replacement Therapy. PMID:35023902
Early Detection of Pneumonia with the Help of Dementia in Geriatric Hip Fracture Patients. PMID:35023317
An explainable machine learning framework for lung cancer hospital length of stay prediction. PMID:35022512
Comparison of different feature extraction methods for applicable automated ICD coding. PMID:35022039
Neutrophil Albumin Ratio is Associated with All-Cause Mortality in Stroke Patients: A Retrospective Database Study. PMID:35018109
MIMIC-SBDH: A Dataset for Social and Behavioral Determinants of Health. PMID:35005628
Development and Internal Validation of a Nomogram to Predict Mortality During the ICU Stay of Thoracic Fracture Patients Without Neurological Compromise: An Analysis of the MIMIC-III Clinical Database. PMID:35004604
Towards a portable-noninvasive blood pressure monitoring system utilizing the photoplethysmogram signal. PMID:35003863
Association of hyperchloremia with all-cause mortality in patients admitted to the surgical intensive care unit: a retrospective cohort study. PMID:34996367
Prevalence and Mortality of Hypochloremia Among Patients Suffering From Coronary Artery Disease and Congestive Heart Failure: An Analysis of Patients in CIN-I and MIMIC-III Databases. PMID:34993210
A Nomogram Based on Comorbidities and Infection Location to Predict 30 Days Mortality of Immunocompromised Patients in ICU: A Retrospective Cohort Study. PMID:34992443
Risk factor analysis and nomogram for predicting in-hospital mortality in ICU patients with sepsis and lung infection. PMID:34991569
Unstructured clinical notes within the 24 hours since admission predict short, mid & long-term mortality in adult ICU patients. PMID:34990485
Sequential Data-Based Patient Similarity Framework for Patient Outcome Prediction: Algorithm Development. PMID:34989682
Deep-Learning-Based Survival Prediction of Patients in Coronary Care Units. PMID:34976110
Predictive value of lymphocyte-to-monocyte ratio in critically Ill patients with atrial fibrillation: A propensity score matching analysis. PMID:34970783
Does Diabetes Mellitus Increase the Short- and Long-Term Mortality in Patients With Critical Acute Myocardial Infarction? Results From American MIMIC-III and Chinese CIN Cohorts. PMID:34970227
Development of a Lexicon for Pain. PMID:34966903
Application of Machine Learning to Predict Acute Kidney Disease in Patients With Sepsis Associated Acute Kidney Injury. PMID:34957162
Assessing hemodynamics from the photoplethysmogram to gain insights into vascular age: a review from VascAgeNet. PMID:34951543
Predicting Prolonged Length of ICU Stay through Machine Learning. PMID:34943479
Effects of Negation and Uncertainty Stratification on Text-Derived Patient Profile Similarity. PMID:34939069
Performance of Sequential Organ Failure Assessment and Simplified Acute Physiology Score II for Post-Cardiac Surgery Patients in Intensive Care Unit. PMID:34938790
Association of FIB-4 index and clinical outcomes in critically ill patients with acute kidney injury: a cohort study. PMID:34930141
The Striking Need for Age Diverse Pulse Oximeter Databases. PMID:34926525
An Interpretable Early Dynamic Sequential Predictor for Sepsis-Induced Coagulopathy Progression in the Real-World Using Machine Learning. PMID:34926518
MedTAG: a portable and customizable annotation tool for biomedical documents. PMID:34922517
Word embeddings trained on published case reports are lightweight, effective for clinical tasks, and free of protected health information. PMID:34920127
Gender-sensitive word embeddings for healthcare. PMID:34918101
[Predicting prolonged length of intensive care unit stay via machine learning]. PMID:34916699
Association between albumin infusion and outcomes in patients with acute kidney injury and septic shock. PMID:34916544
The potential for artificial intelligence to predict clinical outcomes in patients who have acquired acute kidney injury during the perioperative period. PMID:34906249
A New Time-Window Prediction Model For Traumatic Hemorrhagic Shock Based on Interpretable Machine Learning. PMID:34905530
Transformation and Evaluation of the MIMIC Database in the OMOP Common Data Model: Development and Usability Study. PMID:34904958
Effectiveness of LODS, OASIS, and SAPS II to predict in-hospital mortality for intensive care patients with ST elevation myocardial infarction. PMID:34903820
JLAN: medical code prediction via joint learning attention networks and denoising mechanism. PMID:34903164
Sepsis prediction, early detection, and identification using clinical text for machine learning: a systematic review. PMID:34897469
Detection of self-harm and suicidal ideation in emergency department triage notes. PMID:34897466
A BERT-Based Generation Model to Transform Medical Texts to SQL Queries for Electronic Medical Records: Model Development and Validation. PMID:34889749
Using Artificial Neural Network Condensation to Facilitate Adaptation of Machine Learning in Medical Settings by Reducing Computational Burden: Model Design and Evaluation Study. PMID:34889747
Obesity Paradox of All-Cause Mortality in 4,133 Patients Treated with Coronary Revascularization. PMID:34887705
Evaluating the state of the art in missing data imputation for clinical data. PMID:34882223
Relationship between Driving Pressure and Mortality in Ventilated Patients with Heart Failure: A Cohort Study. PMID:34880958
The Predictive Role of Systemic Inflammation Response Index (SIRI) in the Prognosis of Stroke Patients. PMID:34880606
Forecasting adverse surgical events using self-supervised transfer learning for physiological signals. PMID:34880410
Incidence, prognosis, and risk factors of sepsis-induced cardiomyopathy. PMID:34877280
Comparing the impact on the prognosis of acute myocardial infarction critical patients of using midazolam, propofol, and dexmedetomidine for sedation. PMID:34876027
Smartphones and Video Cameras: Future Methods for Blood Pressure Measurement. PMID:34870272
Association of Systemic Immune-Inflammation Index With Short-Term Mortality of Congestive Heart Failure: A Retrospective Cohort Study. PMID:34869661
Early Fresh Frozen Plasma Transfusion: Is It Associated With Improved Outcomes of Patients With Sepsis? PMID:34869452
Urine Output Is Associated With In-hospital Mortality in Intensive Care Patients With Septic Shock: A Propensity Score Matching Analysis. PMID:34869431
A Comparison of Natural Language Processing Methods for the Classification of Lumbar Spine Imaging Findings Related to Lower Back Pain. PMID:34862122
A novel nomogram for predicting 3-year mortality in critically ill patients after coronary artery bypass grafting. PMID:34847905
Incorporating Domain Knowledge Into Language Models by Using Graph Convolutional Networks for Assessing Semantic Textual Similarity: Model Development and Performance Comparison. PMID:34842531
Understanding the complexity of sepsis mortality prediction via rule discovery and analysis: a pilot study. PMID:34839820
Machine Learning Consensus Clustering Approach for Patients with Lactic Acidosis in Intensive Care Units. PMID:34834484
Automatic consistency assurance for literature-based gene ontology annotation. PMID:34823464
Relationship Between Red Blood Cell Distribution Width and All-Cause Mortality in Disseminated Intravascular Coagulation Patients: A Retrospective Analysis. PMID:34815702
Development and Validation of a Simple-to-Use Nomogram for Predicting In-Hospital Mortality in Patients With Acute Heart Failure Undergoing Continuous Renal Replacement Therapy. PMID:34805193
Comparative effectiveness of common treatments for new-onset atrial fibrillation within the ICU: Accounting for physiological status. PMID:34798373
Retaining Privileged Information for Multi-Task Learning. PMID:34796042
Prognostic Implications of a Cumulative Renal Score Based on Both Serum Creatinine and Urine Output Criteria for Staging of Acute Kidney Injury: A Cohort Study. PMID:34795504
Zero-Shot Clinical Acronym Expansion via Latent Meaning Cells. PMID:34790898
Preoperative Liver Function Test Abnormalities Were Associated With Short-Term and Long-Term Prognosis in Cardiac Surgery Patients Without Liver Disease. PMID:34790710
Prediction of in-hospital mortality of Clostriodiodes difficile infection using critical care database: a big data-driven, machine learning approach. PMID:34789472
Enhancing unsupervised medical entity linking with multi-instance learning. PMID:34789262
An explainable CNN approach for medical codes prediction from clinical text. PMID:34789241
Drug knowledge discovery via multi-task learning and pre-trained models. PMID:34789238
Association Between the Central Venous Pressure and All-Cause Mortality in Critically Ill Patients with Acute Kidney Injury. PMID:34785944
Admission Blood Glucose Is Associated With the 30-Days Mortality in Septic Patients: A Retrospective Cohort Study. PMID:34778320
Elevated Lactate Dehydrogenase Levels Display a Poor Prognostic Factor for Non-Hodgkin's Lymphoma in Intensive Care Unit: An Analysis of the MIMIC-III Database Combined With External Validation. PMID:34778068
ECG Signal-Enabled Automatic Diagnosis Technology of Heart Failure. PMID:34777736
Early prediction of hemodynamic interventions in the intensive care unit using machine learning. PMID:34775971
Artificial intelligence for mechanical ventilation: systematic review of design, reporting standards, and bias. PMID:34772497
Using Explainable Machine Learning to Improve Intensive Care Unit Alarm Systems. PMID:34770432
Machine Learning Prediction Models for Mortality in Intensive Care Unit Patients with Lactic Acidosis. PMID:34768540
Predicting open wound mortality in the ICU using machine learning. PMID:34765871
The Promise for Reducing Healthcare Cost with Predictive Model: An Analysis with Quantized Evaluation Metric on Readmission. PMID:34765104
Low-Density Lipoprotein Cholesterol is Inversely Associated with All-Cause Mortality of Patients in the Coronary Care Unit. PMID:34764679
Novel Prognostic Predictor for Primary Pulmonary Hypertension: Focus on Blood Urea Nitrogen. PMID:34760940
The effect of dobutamine in sepsis: a propensity score matched analysis. PMID:34758739
Mechanical power normalized to predicted body weight is associated with mortality in critically ill patients: a cohort study. PMID:34753416
Estimated plasma volume status (ePVS) is a predictor for acute myocardial infarction in-hospital mortality: analysis based on MIMIC-III database. PMID:34749646
Risk Factors Associated With Nonfatal Opioid Overdose Leading to Intensive Care Unit Admission: A Cross-sectional Study. PMID:34747714
Machine learning in patient flow: a review. PMID:34738074
A Review of Mortality Risk Prediction Models in Smartphone Applications. PMID:34735603
Recognizing blood pressure patterns in sedated critically ill patients on mechanical ventilation by spectral clustering. PMID:34733956
Sentiment Analysis for Necessary Preview of 30-Day Mortality in Sepsis Patients and the Control Strategies. PMID:34733452
Natural Language Processing and Machine Learning Methods to Characterize Unstructured Patient-Reported Outcomes: Validation Study. PMID:34730546
Interpretable time-aware and co-occurrence-aware network for medical prediction. PMID:34727940
The obesity paradox and hypoglycemia in critically ill patients. PMID:34724956
Association Between Serum Osmolality and Acute Kidney Injury in Critically Ill Patients: A Retrospective Cohort Study. PMID:34722583
Clinical Value of the Lactate/Albumin Ratio and Lactate/Albumin Ratio × Age Score in the Assessment of Prognosis in Patients With Sepsis. PMID:34722573
Diagnostic Challenges in Sepsis. PMID:34720754
Developing a RadLex-Based Named Entity Recognition Tool for Mining Textual Radiology Reports: Development and Performance Evaluation Study. PMID:34714247
Healthcare Transformation in Singapore With Artificial Intelligence. PMID:34713061
Event Outlier Detection in Continuous Time. PMID:34712956
A Retrospective Cohort Study on the Association between Red Cell Distribution Width and All-Cause Mortality of Patients with Cholecystitis at ICU Admission. PMID:34691290
Sentiment Analysis Based on the Nursing Notes on In-Hospital 28-Day Mortality of Sepsis Patients Utilizing the MIMIC-III Database. PMID:34691236
A novel artificial intelligence based intensive care unit monitoring system: using physiological waveforms to identify sepsis. PMID:34689614
Examination of Electrolyte Replacements in the ICU Utilizing MIMIC-III Dataset Demonstrates Redundant Replacement Patterns. PMID:34683053
The Prognostic Value of Calcium in Post-Cardiovascular Surgery Patients in the Intensive Care Unit. PMID:34676253
A Novel Nomogram for Predicting Survival in Patients with Severe Acute Pancreatitis: An Analysis Based on the Large MIMIC-III Clinical Database. PMID:34676117
Admission Hyperglycemia Predicts Long-Term Mortality in Critically Ill Patients With Subarachnoid Hemorrhage: A Retrospective Analysis of the MIMIC-III Database. PMID:34675863
Value of early critical care transthoracic echocardiography for patients undergoing mechanical ventilation: a retrospective study. PMID:34675012
Serum Total Bilirubin Level Is Associated With Hospital Mortality Rate in Adult Critically Ill Patients: A Retrospective Study. PMID:34671613
Long-term mortality predictors of ICU fungaemia. PMID:34658330
Artificial intelligence forecasting mortality at an intensive care unit and comparison to a logistic regression system. PMID:34644744
Machine learning for early discrimination between transient and persistent acute kidney injury in critically ill patients with sepsis. PMID:34642418
Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America. PMID:34642176
Relationship Between First 24-h Mean Body Temperature and Clinical Outcomes of Post-cardiac Surgery Patients. PMID:34631839
Prognostic Association Between Perioperative Red Blood Cell Transfusion and Postoperative Cardiac Surgery Outcomes. PMID:34631829
A disease-specific language representation model for cerebrovascular disease research. PMID:34627022
Developing clinical prediction models when adhering to minimum sample size recommendations: The importance of quantifying bootstrap variability in tuning parameters and predictive performance. PMID:34623193
Association Between Red Blood Cell Distribution Width-to-Albumin Ratio and Prognosis of Patients with Aortic Aneurysms. PMID:34621131
The OpenDeID corpus for patient de-identification. PMID:34620985
Digital signatures for early traumatic brain injury outcome prediction in the intensive care unit. PMID:34620915
SMAT: An attention-based deep learning solution to the automation of schema matching. PMID:34608464
TSI-GNN: Extending Graph Neural Networks to Handle Missing Data in Temporal Settings. PMID:34604740
Improving natural language information extraction from cancer pathology reports using transfer learning and zero-shot string similarity. PMID:34604711
Association Between Postoperative Thrombocytopenia and Outcomes After Coronary Artery Bypass Grafting Surgery. PMID:34604298
Multi-faceted semantic clustering with text-derived phenotypes. PMID:34600327
Acute kidney injury detection using refined and physiological-feature augmented urine output. PMID:34599217
Medical Data Mining Course Development in Postgraduate Medical Education: Web-Based Survey and Case Study. PMID:34596575
Comparison of prognosis predictive value of 4 disease severity scoring systems in patients with acute respiratory failure in intensive care unit: A STROBE report. PMID:34596157
Effect of ondansetron on reducing ICU mortality in patients with acute kidney injury. PMID:34593872
A Machine Learning Sepsis Prediction Algorithm for Intended Intensive Care Unit Use (NAVOY Sepsis): Proof-of-Concept Study. PMID:34591016
Examining the Concordance in the Documented Pressure Injury Site, Stage, and Count in Medical Information Mart for Intensive Care-III. PMID:34587637
Establishment of a prognostic model for patients with sepsis based on SOFA: a retrospective cohort study. PMID:34586931
Assessment of Non-Invasive Blood Pressure Prediction from PPG and rPPG Signals Using Deep Learning. PMID:34577227
Feature Explanations in Recurrent Neural Networks for Predicting Risk of Mortality in Intensive Care Patients. PMID:34575711
The Problem of Fairness in Synthetic Healthcare Data. PMID:34573790
Using Restricted Cubic Splines to Study the Trajectory of Systolic Blood Pressure in the Prognosis of Acute Myocardial Infarction. PMID:34568468
Association Between Oxygen Partial Pressure Trajectories and Short-Term Outcomes in Patients With Hemorrhagic Brain Injury. PMID:34568355
Postoperative Neutrophil-to-Lymphocyte Ratio Is Associated with Mortality in Adult Patients After Cardiopulmonary Bypass Surgery: A Cohort Study. PMID:34565791
Admission white blood cell count predicts post-discharge mortality in patients with acute aortic dissection: data from the MIMIC-III database. PMID:34563109
Association between anion gap and mortality of aortic aneurysm in intensive care unit after open surgery. PMID:34556051
Clinical impact of visually assessed right ventricular dysfunction in patients with septic shock. PMID:34552188
A trauma-related survival predictive model of acute respiratory distress syndrome. PMID:34545630
KGDAL: Knowledge Graph Guided Double Attention LSTM for Rolling Mortality Prediction for AKI-D Patients. PMID:34541583
Atrial fibrillation increases inpatient and 4-year all-cause mortality in critically ill patients with liver cirrhosis. PMID:34532376
Privacy-first health research with federated learning. PMID:34493770
Development and Validation of a Nomogram for the Prediction of Hospital Mortality of Patients With Encephalopathy Caused by Microbial Infection: A Retrospective Cohort Study. PMID:34489922
Association between serum phosphate and mortality in critically ill patients: a large retrospective cohort study. PMID:34489265
Transgender data collection in the electronic health record: Current concepts and issues. PMID:34486655
Association Between the Neutrophil Percentage-to-Albumin Ratio and Outcomes in Cardiac Intensive Care Unit Patients. PMID:34483683
A Review of Recent Work in Transfer Learning and Domain Adaptation for Natural Language Processing of Electronic Health Records. PMID:34479396
Notable Papers and New Directions in Sensors, Signals, and Imaging Informatics. PMID:34479386
Fibrinogen-to-Albumin Ratio is Associated with All-Cause Mortality in Cancer Patients. PMID:34475778
Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine. PMID:34470057
Communication Efficient Federated Generalized Tensor Factorization for Collaborative Health Data Analytics. PMID:34467367
Association Between Anion Gap and Mortality in Critically Ill Patients with Cardiogenic Shock. PMID:34466021
Simulating Study Design Choice Effects on Observed Performance of Predictive Patient Monitoring Alarm Algorithms. PMID:34458854
Association of Post-operative Systolic Blood Pressure Variability With Mortality After Coronary Artery Bypass Grafting. PMID:34458342
Early-Phase Urine Output and Severe-Stage Progression of Oliguric Acute Kidney Injury in Critical Care. PMID:34458286
Pseudo-data generation for the extraction of Problems, Treatments and Tests. PMID:34457173
Deep EHR Spotlight: a Framework and Mechanism to Highlight Events in Electronic Health Records for Explainable Predictions. PMID:34457163
Empirical Findings on the Role of Structured Data, Unstructured Data, and their Combination for Automatic Clinical Phenotyping. PMID:34457160
Extracting Adverse Drug Events from Clinical Notes. PMID:34457157
Integration of NLP2FHIR Representation with Deep Learning Models for EHR Phenotyping: A Pilot Study on Obesity Datasets. PMID:34457156
Quantification of BERT Diagnosis Generalizability Across Medical Specialties Using Semantic Dataset Distance. PMID:34457149
Trajectory Inspection: A Method for Iterative Clinician-Driven Design of Reinforcement Learning Studies. PMID:34457145
MAgEC: Using Non-Homogeneous Ensemble Consensus for Predicting Drivers in Unexpected Mechanical Ventilation. PMID:34457138
Leveraging Spatial Information in Radiology Reports for Ischemic Stroke Phenotyping. PMID:34457131
Association Between Obstructive Sleep Apnea and Reduced Mortality in Critically Ill Patients: A Propensity Score-Based Analysis. PMID:34456584
Atrial Fibrillation Prediction from Critically Ill Sepsis Patients. PMID:34436071
The Association Between Serum Anion Gap and All-Cause Mortality in Disseminated Intravascular Coagulation Patients: A Retrospective Analysis. PMID:34429638
The Dutch Data Warehouse, a multicenter and full-admission electronic health records database for critically ill COVID-19 patients. PMID:34425864
Natural language processing enabling COVID-19 predictive analytics to support data-driven patient advising and pooled testing. PMID:34415311
Transformer-Based Named Entity Recognition for Parsing Clinical Trial Eligibility Criteria. PMID:34414397
Qualifying Certainty in Radiology Reports through Deep Learning-Based Natural Language Processing. PMID:34413062
Association between lactate/albumin ratio and all-cause mortality in patients with acute respiratory failure: A retrospective analysis. PMID:34407102
The role of machine learning in clinical research: transforming the future of evidence generation. PMID:34399832
Development and validation of a novel blending machine learning model for hospital mortality prediction in ICU patients with Sepsis. PMID:34399809
Development and Validation of an Arterial Pressure-Based Cardiac Output Algorithm Using a Convolutional Neural Network: Retrospective Study Based on Prospective Registry Data. PMID:34398790
Artificial intelligence explainability: the technical and ethical dimensions. PMID:34398656
Development and Validation of Nomogram to Predict Long-Term Prognosis of Critically Ill Patients with Acute Myocardial Infarction. PMID:34393504
Association between body mass index and short-term mortality in patients with intra-abdominal infections: a retrospective, single-centre cohort study using the Medical Information Mart for Intensive Care database. PMID:34389563
Association Between the Admission Serum Bicarbonate and Short-Term and Long-Term Mortality in Acute Aortic Dissection Patients Admitted to the Intensive Care Unit. PMID:34385839
Data mining in clinical big data: the frequently used databases, steps, and methodological models. PMID:34380547
Transformation of Electronic Health Records and Questionnaire Data to OMOP CDM: A Feasibility Study Using SG_T2DM Dataset. PMID:34380168
A patient-centered digital scribe for automatic medical documentation. PMID:34377960
Improving domain adaptation in de-identification of electronic health records through self-training. PMID:34363664
Improvement of APACHE II score system for disease severity based on XGBoost algorithm. PMID:34362354
A Weakly-Supervised Named Entity Recognition Machine Learning Approach for Emergency Medical Services Clinical Audit. PMID:34360065
Deidentification of free-text medical records using pre-trained bidirectional transformers. PMID:34350426
An exploratory data quality analysis of time series physiologic signals using a large-scale intensive care unit database. PMID:34350392
Machine learning for modeling the progression of Alzheimer disease dementia using clinical data: a systematic literature review. PMID:34350389
A simple electronic medical record system designed for research. PMID:34345801
Imputation of the continuous arterial line blood pressure waveform from non-invasive measurements using deep learning. PMID:34344934
A systematic review of automatic text summarization for biomedical literature and EHRs. PMID:34338801
MT-clinical BERT: scaling clinical information extraction with multitask learning. PMID:34333635
Medical code prediction via capsule networks and ICD knowledge. PMID:34330264
Selection strategy for sedation depth in critically ill patients on mechanical ventilation. PMID:34330255
Dialysis adequacy predictions using a machine learning method. PMID:34326393
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network. PMID:34322282
Blood glucose-related indicators are associated with in-hospital mortality in critically ill patients with acute pancreatitis. PMID:34321549
Association between comorbid asthma and prognosis of critically ill patients with severe sepsis: a cohort study. PMID:34321496
A Machine Learning-Based Algorithm for the Prediction of Intensive Care Unit Delirium (PRIDE): Retrospective Study. PMID:34309567
CaliForest: Calibrated Random Forest for Health Data. PMID:34308443
Improving Prediction of Low-Prior Clinical Events with Simultaneous General Patient-State Representation Learning. PMID:34308430
Text Data Augmentation for Deep Learning. PMID:34306963
The Relationship Between Prognostic Nutritional Index and All-Cause Mortality in Critically Ill Patients: A Retrospective Study. PMID:34305408
Prediction model of in-hospital mortality in intensive care unit patients with heart failure: machine learning-based, retrospective analysis of the MIMIC-III database. PMID:34301649
The Association of Coagulation Indicators and Coagulant Agents With 30-Day Mortality of Critical Diabetics. PMID:34291673
Structuring clinical text with AI: Old versus new natural language processing techniques evaluated on eight common cardiovascular diseases. PMID:34286303
Machine Learning Prediction Models for Mechanically Ventilated Patients: Analyses of the MIMIC-III Database. PMID:34277655
ImputEHR: A Visualization Tool of Imputation for the Prediction of Biomedical Data. PMID:34276792
Are synthetic clinical notes useful for real natural language processing tasks: A case study on clinical entity recognition. PMID:34272955
Mortality prediction for patients with acute respiratory distress syndrome based on machine learning: a population-based study. PMID:34268407
Effect of spontaneous breathing on ventilator-free days in critically ill patients-an analysis of patients in a large observational cohort. PMID:34268396
The effect of ventilator-associated pneumonia on the prognosis of intensive care unit patients within 90 days and 180 days. PMID:34266399
Effect of language interpretation modality on throughput and mortality for critical care patients: A retrospective observational study. PMID:34263246
Impact of sex on use of low tidal volume ventilation in invasively ventilated ICU patients-A mediation analysis using two observational cohorts. PMID:34260619
Body Mass Index Is Associated with the Severity and All-Cause Mortality of Acute Kidney Injury in Critically Ill Patients: An Analysis of a Large Critical Care Database. PMID:34258271
Generalization in Clinical Prediction Models: The Blessing and Curse of Measurement Indicator Variables. PMID:34235453
Association of Timing of Biliary Drainage with Clinical Outcomes in Severe Acute Cholangitis: A Retrospective Cohort Study. PMID:34234525
Prediction of blood lactate values in critically ill patients: a retrospective multi-center cohort study. PMID:34224051
Association between low-density lipoprotein cholesterol level and mortality in patients with cardiogenic shock: a retrospective cohort study. PMID:34215599
Early prediction of diagnostic-related groups and estimation of hospital cost by processing clinical notes. PMID:34211109
REDECA: A Novel Framework to Review Artificial Intelligence and Its Applications in Occupational Safety and Health. PMID:34206378
Lactate is Associated with Increased 30-Day Mortality in Critically Ill Patients with Alcohol Use Disorder. PMID:34194237
Developing a research database of primary aldosteronism: rationale and baseline characteristics. PMID:34187449
Deep learning to predict long-term mortality in patients requiring 7 days of mechanical ventilation. PMID:34185798
Impact of obesity on outcomes in patients with acute respiratory syndrome. PMID:34182816
Proton pump inhibitors versus histamine-2 receptor blockers for stress ulcer prophylaxis in patients with sepsis: a retrospective cohort study. PMID:34182815
Neural Clinical Event Sequence Prediction through Personalized Online Adaptive Learning. PMID:34179895
An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring. PMID:34168684
Evaluation of leukopenia during sepsis as a marker of sepsis-defining organ dysfunction. PMID:34166406
Pathophysiologic Signature of Impending ICU Hypoglycemia in Bedside Monitoring and Electronic Health Record Data: Model Development and External Validation. PMID:34166289
Biomedical and clinical English model packages for the Stanza Python NLP library. PMID:34157094
Clinically relevant pretraining is all you need. PMID:34151966
Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing. PMID:34151965
Analysis of the Impact of Medical Features and Risk Prediction of Acute Kidney Injury for Critical Patients Using Temporal Electronic Health Record Data With Attention-Based Neural Network. PMID:34150797
Editorial: Registries and Population Databases in Clinical Research and Practice. PMID:34149048
[Prediction of intensive care unit readmission for critically ill patients based on ensemble learning]. PMID:34145862
dxpr: an R package for generating analysis-ready data from electronic health records-diagnoses and procedures. PMID:34141876
Performance of D-dimer for predicting sepsis mortality in the intensive care unit. PMID:34140832
Impact of Different Approaches to Preparing Notes for Analysis With Natural Language Processing on the Performance of Prediction Models in Intensive Care. PMID:34136824
Medical Information Mart for Intensive Care: A Foundation for the Fusion of Artificial Intelligence and Real-World Data. PMID:34136802
Association of fluid balance with mortality in sepsis is modified by admission hemoglobin levels: A large database study. PMID:34125858
Early Prediction of Sepsis in the ICU Using Machine Learning: A Systematic Review. PMID:34124082
Prognostic Value of the Red Cell Distribution Width in Patients with Sepsis-Induced Acute Respiratory Distress Syndrome: A Retrospective Cohort Study. PMID:34122669
Predicting ventilator-associated pneumonia with machine learning. PMID:34115013
Utilization of Echocardiography After Acute Kidney Injury Was Associated with Improved Outcomes in Patients in Intensive Care Unit. PMID:34113152
A boosting inspired personalized threshold method for sepsis screening. PMID:34113056
LogPar: Logistic PARAFAC2 Factorization for Temporal Binary Data with Missing Values. PMID:34109054
Predicting in-hospital mortality in ICU patients with sepsis using gradient boosting decision tree. PMID:34106618
Development and External Validation a Novel Inflammation-Based Score for Acute Kidney Injury and Prognosis in Intensive Care Unit Patients. PMID:34103975
Prognostic Value of Blood Urea Nitrogen/Creatinine Ratio for Septic Shock: An Analysis of the MIMIC-III Clinical Database. PMID:34095304
Effects of Stress Hyperglycemia on Short-Term Prognosis of Patients Without Diabetes Mellitus in Coronary Care Unit. PMID:34095265
Open science saves lives: lessons from the COVID-19 pandemic. PMID:34090351
A deep database of medical abbreviations and acronyms for natural language processing. PMID:34078918
Heart Rate Fluctuation and Mortality in Critically Ill Myocardial Infarction Patients: A Retrospective Cohort Study. PMID:34055921
Comparing COVID-19 and Influenza Presentation and Trajectory. PMID:34055833
The association between four scoring systems and 30-day mortality among intensive care patients with sepsis: a cohort study. PMID:34045645
Latent transition analysis of cardiac arrest patients treated in the intensive care unit. PMID:34043699
Individualized Mechanical power-based ventilation strategy for acute respiratory failure formalized by finite mixture modeling and dynamic treatment regimen. PMID:34041461
Association between the platelet-lymphocyte ratio and short-term mortality in patients with non-ST-segment elevation myocardial infarction. PMID:34037246
Diagnostic Prediction with Sequence-of-sets Representation Learning for Clinical Events. PMID:34036298
CREATE: A New Data Resource to Support Cardiac Precision Health. PMID:34036259
Systemic immune-inflammation index as a promising predictor of mortality in patients with acute coronary syndrome: a real-world study. PMID:34034539
Extracting Adverse Drug Event Information with Minimal Engineering. PMID:34027520
Predicting outcome in liver patients admitted to intensive care: A dual-centre non-specialist hospital external validation of the Liver injury and Failure evaluation score. PMID:34025755
X-CAL: Explicit Calibration for Survival Analysis. PMID:34017160
Med-BERT: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction. PMID:34017034
A Clinical Prediction Model to Predict Heparin Treatment Outcomes and Provide Dosage Recommendations: Development and Validation Study. PMID:34014171
Convolutional Neural Network Model for Intensive Care Unit Acute Kidney Injury Prediction. PMID:34013107
Fibrinogen Level Predicts Outcomes in Critically Ill Patients with Acute Exacerbation of Chronic Heart Failure. PMID:34012493
International Normalized Ratio to Albumin Ratio (PTAR): An Objective Risk Stratification Tool in Patients with Sepsis. PMID:34012289
Differential effects of the blood pressure state on pulse rate variability and heart rate variability in critically ill patients. PMID:33990692
OASIS +: leveraging machine learning to improve the prognostic accuracy of OASIS severity score for predicting in-hospital mortality. PMID:33985483
How machine learning is impacting research in atrial fibrillation: implications for risk prediction and future management. PMID:33982064
Application of Machine Learning in Intensive Care Unit (ICU) Settings Using MIMIC Dataset: Systematic Review. PMID:33981592
A novel risk-predicted nomogram for sepsis associated-acute kidney injury among critically ill patients. PMID:33971853
The effect of COVID-19 epidemic on vital signs in hospitalized patients: a pre-post heat-map study from a large teaching hospital. PMID:33970387
MGP-AttTCN: An interpretable machine learning model for the prediction of sepsis. PMID:33961681
Predicting acute kidney injury in critically ill patients using comorbid conditions utilizing machine learning. PMID:33959271
A visual analytic approach for the identification of ICU patient subpopulations using ICD diagnostic codes. PMID:33954230
Use of deep learning to develop continuous-risk models for adverse event prediction from electronic health records. PMID:33953393
Prognosis and management of new-onset atrial fibrillation in critically ill patients. PMID:33952213
Establishment of a prognostic model based on the Sequential Organ Failure Assessment score for patients with first-time acute myocardial infarction. PMID:33951979
Serum phosphate is associated with mortality among patients admitted to ICU for acute pancreatitis. PMID:33951327
Extracting Drug Names and Associated Attributes From Discharge Summaries: Text Mining Study. PMID:33949962
Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation. PMID:33949961
Lessons and tips for designing a machine learning study using EHR data. PMID:33948244
Weakly supervised temporal model for prediction of breast cancer distant recurrence. PMID:33947927
Collecting specialty-related medical terms: Development and evaluation of a resource for Spanish. PMID:33947365
Evaluation of Automated Public De-Identification Tools on a Corpus of Radiology Reports. PMID:33937843
Development of A Blockchain Framework for Virtual Clinical Trials. PMID:33936517
Three Data-Driven Phenotypes of Multiple Organ Dysfunction Syndrome Preserved from Early Childhood to Middle Adulthood. PMID:33936511
AI Accelerated Human-in-the-loop Structuring of Radiology Reports. PMID:33936507
A Preliminary Characterization of Canonicalized and Non-Canonicalized Section Headers Across Variable Clinical Note Types. PMID:33936503
Pressure Ulcer Injury in Unstructured Clinical Notes: Detection and Interpretation. PMID:33936492
EffiCare: Better Prognostic Models via Resource-Efficient Health Embeddings. PMID:33936482
Inferring ADR causality by predicting the Naranjo Score from Clinical Notes. PMID:33936480
Is Deep Reinforcement Learning Ready for Practical Applications in Healthcare? A Sensitivity Analysis of Duel-DDQN for Hemodynamic Management in Sepsis Patients. PMID:33936452
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases. PMID:33936451
Comparative Study of Various Approaches for Ensemble-based De-identification of Electronic Health Record Narratives. PMID:33936439
A Clinically Practical and Interpretable Deep Model for ICU Mortality Prediction with External Validation. PMID:33936437
Predicting Volume Responsiveness Among Sepsis Patients Using Clinical Data and Continuous Physiological Waveforms. PMID:33936436
Combining Deep Learning and Knowledge-driven Reasoning for Chest X-Ray Findings Detection. PMID:33936433
Extracting Angina Symptoms from Clinical Notes Using Pre-Trained Transformer Architectures. PMID:33936414
RadLex Normalization in Radiology Reports. PMID:33936406
Selection of Clinical Text Features for Classifying Suicide Attempts. PMID:33936399
Contextual Embeddings from Clinical Notes Improves Prediction of Sepsis. PMID:33936391
Development and Validation of a Clinical Prediction Model for Sleep Disorders in the ICU: A Retrospective Cohort Study. PMID:33935633
Lower serum chloride concentrations are associated with increased risk of mortality in critically ill cirrhotic patients: an analysis of the MIMIC-III database. PMID:33933032
Admission Serum Ionized and Total Calcium as New Predictors of Mortality in Patients with Cardiogenic Shock. PMID:33928149
Urine Output Calculated Using Actual Body Weight May Result in Overestimation of Acute Kidney Injury for Obese Patients. PMID:33927136
Blood Urea Nitrogen to Serum Albumin Ratio Independently Predicts Mortality in Critically Ill Patients With Acute Pulmonary Embolism. PMID:33926251
Multi-Layer Picture of Neurodegenerative Diseases: Lessons from the Use of Big Data through Artificial Intelligence. PMID:33917161
Two-stage Federated Phenotyping and Patient Representation Learning. PMID:33907350
A deep-learning model to continuously predict severe acute kidney injury based on urine output changes in critically ill patients. PMID:33900581
Annotation and initial evaluation of a large annotated German oncological corpus. PMID:33898938
Neural network predicts need for red blood cell transfusion for patients with acute gastrointestinal bleeding admitted to the intensive care unit. PMID:33893364
Development of a Nomogram to Predict 28-Day Mortality of Patients With Sepsis-Induced Coagulopathy: An Analysis of the MIMIC-III Database. PMID:33889591
Day-to-day progression of vital-sign circadian rhythms in the intensive care unit. PMID:33888129
Association of prescription opioid use on mortality and hospital length of stay in the intensive care unit. PMID:33886667
A Hybrid Model for Family History Information Identification and Relation Extraction: Development and Evaluation of an End-to-End Information Extraction System. PMID:33885370
Impact of chronic respiratory diseases on re-intubation rate in critically ill patients: a cohort study. PMID:33883614
Using nursing notes to improve clinical outcome prediction in intensive care patients: A retrospective cohort study. PMID:33880557
Comparative Efficacy of Fentanyl and Morphine in Patients with or At Risk for Acute Respiratory Distress Syndrome: A Propensity Score-Matched Cohort Study. PMID:33876394
Incorporating real-world evidence into the development of patient blood glucose prediction algorithms for the ICU. PMID:33871017
Using Machine Learning to Predict Hyperchloremia in Critically Ill Patients. PMID:33868772
Hierarchical Adaptive Multi-task Learning Framework for Patient Diagnoses and Diagnostic Category Classification. PMID:33868771
Comparative Effectiveness of Midazolam, Propofol, and Dexmedetomidine in Patients With or at Risk for Acute Respiratory Distress Syndrome: A Propensity Score-Matched Cohort Study. PMID:33867980
Critical carE Database for Advanced Research (CEDAR): An automated method to support intensive care units with electronic health record data. PMID:33862230
TOP-Net Prediction Model Using Bidirectional Long Short-term Memory and Medical-Grade Wearable Multisensor System for Tachycardia Onset: Algorithm Development Study. PMID:33856350
Association Between Preadmission Metformin Use and Outcomes in Intensive Care Unit Patients With Sepsis and Type 2 Diabetes: A Cohort Study. PMID:33855034
Development and validation of a nomogram to predict the mortality risk in elderly patients with ARF. PMID:33854838
Minimum heart rate and mortality in critically ill myocardial infarction patients: an analysis of the MIMIC-III database. PMID:33850893
Association between red blood cell distribution width and in-hospital mortality in acute myocardial infarction. PMID:33847638
Improved characterisation of clinical text through ontology-based vocabulary expansion. PMID:33845909
A direct comparison of theory-driven and machine learning prediction of suicide: A meta-analysis. PMID:33844698
Unsupervised phenotyping of sepsis using nonnegative matrix factorization of temporal trends from a multivariate panel of physiological measurements. PMID:33836745
Towards similarity-based differential diagnostics for common diseases. PMID:33836447
Determining respiratory rate from photoplethysmogram and electrocardiogram signals using respiratory quality indices and neural networks. PMID:33831075
Mining heterogeneous clinical notes by multi-modal latent topic model. PMID:33831055
Blood Pressure Morphology Assessment from Photoplethysmogram and Demographic Information Using Deep Learning with Attention Mechanism. PMID:33808925
Data Mining in Healthcare: Applying Strategic Intelligence Techniques to Depict 25 Years of Research Development. PMID:33802880
An Estimation Method of Continuous Non-Invasive Arterial Blood Pressure Waveform Using Photoplethysmography: A U-Net Architecture-Based Approach. PMID:33800106
Development and validation of high definition phenotype-based mortality prediction in critical care units. PMID:33796821
Automated Coding of Under-Studied Medical Concept Domains: Linking Physical Activity Reports to the International Classification of Functioning, Disability, and Health. PMID:33791684
A Practical Approach to Artificial Intelligence in Plastic Surgery. PMID:33791621
Can Big Data and Machine Learning Improve Our Understanding of Acute Respiratory Distress Syndrome? PMID:33786236
Extracting COVID-19 diagnoses and symptoms from clinical text: A new annotated corpus and neural event extraction framework. PMID:33781918
Performance of intensive care unit severity scoring systems across different ethnicities in the USA: a retrospective observational study. PMID:33766288
Protocol for a reproducible experimental survey on biomedical sentence similarity. PMID:33760855
Variable selection for causal mediation analysis using LASSO-based methods. PMID:33755518
A novel model to label delirium in an intensive care unit from clinician actions. PMID:33750375
EMR2vec: Bridging the gap between patient data and clinical trial. PMID:33746344
A nomogram to predict in-hospital mortality of neonates admitted to the intensive care unit. PMID:33728449
Hybrid Deep Learning for Medication-Related Information Extraction From Clinical Texts in French: MedExt Algorithm Development Study. PMID:33724196
GRAM: Graph-based Attention Model for Healthcare Representation Learning. PMID:33717639
Overweight is associated with better one-year survival in elderly patients after cardiac surgery: a retrospective analysis of the MIMIC-III database. PMID:33717529
Heart rate fluctuation predicts mortality in critically ill patients in the intensive care unit: a retrospective cohort study. PMID:33708961
Development and validation of a risk stratification model for predicting the mortality of acute kidney injury in critical care patients. PMID:33708950
Machine Learning Methods to Predict Acute Respiratory Failure and Acute Respiratory Distress Syndrome. PMID:33693419
Preoperative Lymphocyte-to-Monocyte Ratio as a Prognostic Predictor of Long-Term Mortality in Cardiac Surgery Patients: A Propensity Score Matching Analysis. PMID:33693038
Data-driven curation process for describing the blood glucose management in the intensive care unit. PMID:33692359
DeepAISE - An interpretable and recurrent neural survival model for early prediction of sepsis. PMID:33685592
Future Medical Artificial Intelligence Application Requirements and Expectations of Physicians in German University Hospitals: Web-Based Survey. PMID:33666563
Prediction Models for AKI in ICU: A Comparative Study. PMID:33664585
Nomogram to predict the risk of acute kidney injury in patients with diabetic ketoacidosis: an analysis of the MIMIC-III database. PMID:33663489
Sex Differences in Short- and Long-Term Survival Among Critically Ill Patients with Sepsis. PMID:33658834
A Comprehensive Way to Access Hospital Death Prediction Model for Acute Mesenteric Ischemia: A Combination of Traditional Statistics and Machine Learning. PMID:33658832
The prediction of mortality influential variables in an intensive care unit: a case study. PMID:33654479
Minimax Pareto Fairness: A Multi Objective Perspective. PMID:33644764
Early Detection of Sepsis With Machine Learning Techniques: A Brief Clinical Perspective. PMID:33644097
The Relationship Between the Serum Anion Gap and All-Cause Mortality in Acute Pancreatitis: An Analysis of the MIMIC-III Database. PMID:33642873
Diagnostic accuracy of a dynamically increased red blood cell distribution width in very low birth weight infants with serious bacterial infection. PMID:33640017
Sites and Causes of Infection in Patients with Sepsis-Associated Liver Dysfunction: A Population Study from the Medical Information Mart for Intensive Care III. PMID:33638975
A natural language processing and deep learning approach to identify child abuse from pediatric electronic medical records. PMID:33635890
Limitations of Transformers on Clinical Text Classification. PMID:33635801
Sharing ICU Patient Data Responsibly Under the Society of Critical Care Medicine/European Society of Intensive Care Medicine Joint Data Science Collaboration: The Amsterdam University Medical Centers Database (AmsterdamUMCdb) Example. PMID:33625129
Multi-layer Representation Learning and Its Application to Electronic Health Records. PMID:33623481
Similarity-Based Unsupervised Spelling Correction Using BioWordVec: Development and Usability Study of Bacterial Culture and Antimicrobial Susceptibility Reports. PMID:33616536
Obesity and Overweight Are Independently Associated with Greater Survival in Critically Ill Diabetic Patients: A Retrospective Cohort Study. PMID:33614789
Development and validation of a reinforcement learning algorithm to dynamically optimize mechanical ventilation in critical care. PMID:33608661
Blood Urea Nitrogen and In-Hospital Mortality in Critically Ill Patients with Cardiogenic Shock: Analysis of the MIMIC-III Database. PMID:33604376
Serum lactate dehydrogenase level is associated with in-hospital mortality in critically Ill patients with acute kidney injury. PMID:33590453
Multimodal temporal-clinical note network for mortality prediction. PMID:33588949
Development and Validation of an Automated Algorithm to Detect Atrial Fibrillation Within Stored Intensive Care Unit Continuous Electrocardiographic Data: Observational Study. PMID:33587041
Modeling multivariate clinical event time-series with recurrent temporal mechanisms. PMID:33581828
An Artificial Neural Networks Model for Early Predicting In-Hospital Mortality in Acute Pancreatitis in MIMIC-III. PMID:33575333
The value of lactate/albumin ratio for predicting the clinical outcomes of critically ill patients with heart failure. PMID:33569420
Deep learning and the electrocardiogram: review of the current state-of-the-art. PMID:33564873
Machine learning prediction models for prognosis of critically ill patients after open-heart surgery. PMID:33564090
Predictive value of neutrophil-leucocyte in cardiac surgery. PMID:33553375
Association between comorbid diabetes mellitus and prognosis of patients with sepsis in the intensive care unit: a retrospective cohort study. PMID:33553315
Characteristics and clinical subtypes of cancer patients in the intensive care unit: a retrospective observational study for two large databases. PMID:33553306
Development and Validation of a Sepsis Mortality Risk Score for Sepsis-3 Patients in Intensive Care Unit. PMID:33553206
Electronic healthcare records and external outcome data for hospitalized patients with heart failure. PMID:33547290
Lexicon Development for COVID-19-related Concepts Using Open-source Word Embedding Sources: An Intrinsic and Extrinsic Evaluation. PMID:33544689
Machine Learning-Based Early Warning Systems for Clinical Deterioration: Systematic Scoping Review. PMID:33538696
Data analytics and clinical feature ranking of medical records of patients with sepsis. PMID:33536030
Red cell distribution width is associated with all-cause mortality in patients with acute stroke: a retrospective analysis of a large clinical database. PMID:33530799
Performance of intensive care unit severity scoring systems across different ethnicities. PMID:33501459
Current status of China's critical care medicine big data platform and future prospects. PMID:33496466
[Artificial intelligence in neurocritical care]. PMID:33491152
A fast, accurate, and generalisable heuristic-based negation detection algorithm for clinical text. PMID:33484944
The impact of statin use prior to intensive care unit admission on critically ill patients with sepsis. PMID:33481279
An empirical meta-analysis of the life sciences linked open data on the web. PMID:33479214
Norepinephrine, Dopamine, and Vasopressin in Patients with Sepsis and Preexisting or Acute Heart Failure: A Retrospective Cohort Study. PMID:33476310
Evaluation and improvement of the National Early Warning Score (NEWS2) for COVID-19: a multi-hospital study. PMID:33472631
Deep Learning applications for COVID-19. PMID:33457181
Artificial intelligence-based prediction of transfusion in the intensive care unit in patients with gastrointestinal bleeding. PMID:33455913
Association between normalized lactate load and mortality in patients with septic shock: an analysis of the MIMIC-III database. PMID:33435876
Prognostic nomogram for 30-day mortality of deep vein thrombosis patients in intensive care unit. PMID:33407152
Prevalence of Clostridioides difficile Infection in Critically Ill Patients with Extreme Leukocytosis and Diarrhea. PMID:33401377
Relationship between early serum sodium and potassium levels and AKI severity and prognosis in oliguric AKI patients. PMID:33389512
Enhancing statistical power in temporal biomarker discovery through representative shapelet mining. PMID:33381811
Predicting mortality in critically ill patients with diabetes using machine learning and clinical notes. PMID:33380338
An interpretable risk prediction model for healthcare with pattern attention. PMID:33380322
Early Prediction of Acute Kidney Injury in Critical Care Setting Using Clinical Notes. PMID:33376624
Association of Diabetes and Admission Blood Glucose Levels with Short-Term Outcomes in Patients with Critical Illnesses. PMID:33376380
Beat-to-Beat Continuous Blood Pressure Estimation Using Bidirectional Long Short-Term Memory Network. PMID:33375722
Machine Learning-Based Automatic Classification of Video Recorded Neonatal Manipulations and Associated Physiological Parameters: A Feasibility Study. PMID:33375101
Noise-tolerant similarity search in temporal medical data. PMID:33359112
Association Between ICU-Acquired Hypernatremia and In-Hospital Mortality: Data From the Medical Information Mart for Intensive Care III and the Electronic ICU Collaborative Research Database. PMID:33354677
Evaluation of Organ Dysfunction Scores for Allocation of Scarce Resources in Critically Ill Children and Adults During a Healthcare Crisis. PMID:33351501
A2A: a platform for research in biomedical literature search. PMID:33349237
Building longitudinal medication dose data using medication information extracted from clinical notes in electronic health records. PMID:33338223
A Hybrid Deep Learning Approach for Spatial Trigger Extraction from Radiology Reports. PMID:33336212
Prognostic nutritional index predicts acute kidney injury and mortality of patients in the coronary care unit. PMID:33335586
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or curation. PMID:33335183
Development and validation of a prognostic nomogram for myocardial infarction patients in intensive care units: a retrospective cohort study. PMID:33334835
Domain specific word embeddings for natural language processing in radiology. PMID:33333323
A deep learning backcasting approach to the electrolyte, metabolite, and acid-base parameters that predict risk in ICU patients. PMID:33332413
Clinician involvement in research on machine learning-based predictive clinical decision support for the hospital setting: A scoping review. PMID:33325504
Hyperchloremia in critically ill patients: association with outcomes and prediction using electronic health record data. PMID:33323104
Ambiguity in medical concept normalization: An analysis of types and coverage in electronic health record datasets. PMID:33319905
Can reproducibility be improved in clinical natural language processing? A study of 7 clinical NLP suites. PMID:33319904
Association between base excess and mortality in patients with congestive heart failure. PMID:33314789
Admission oxygen saturation and all-cause in-hospital mortality in acute myocardial infarction patients: data from the MIMIC-III database. PMID:33313116
Maximum blood glucose levels during hospitalisation to predict mortality in patients with acute coronary syndrome: a retrospective cohort study. PMID:33310809
The Neutrophil Percentage-to-Albumin Ratio as a New Predictor of All-Cause Mortality in Patients with Cardiogenic Shock. PMID:33294452
Annotating social determinants of health using active learning, and characterizing determinants using neural event extraction. PMID:33290878
Predicting 30-days mortality for MIMIC-III patients with sepsis-3: a machine learning approach using XGboost. PMID:33287854
A Nuisance-Free Inference Procedure Accounting for the Unknown Missingness with Application to Electronic Health Records. PMID:33286923
Information Bottleneck for Estimating Treatment Effects with Systematically Missing Covariates. PMID:33286163
Predicting Missing Values in Medical Data via XGBoost Regression. PMID:33283143
Fluctuations of driving pressure during mechanical ventilation indicates elevated central venous pressure and poor outcomes. PMID:33282200
Serum Anion Gap Is Associated with All-Cause Mortality among Critically Ill Patients with Congestive Heart Failure. PMID:33282007
Continuous and automatic mortality risk prediction using vital signs in the intensive care unit: a hybrid neural network approach. PMID:33277530
Association between red blood cell distribution width and long-term mortality in acute respiratory failure patients. PMID:33273655
Unpacking Prevalence and Dichotomy in Quick Sequential Organ Failure Assessment and Systemic Inflammatory Response Syndrome Parameters: Observational Data-Driven Approach Backed by Sepsis Pathophysiology. PMID:33270030
Predicting the need for intubation in the first 24 h after critical care admission using machine learning approaches. PMID:33262391
Pre-training phenotyping classifiers. PMID:33259943
Prediction of breast cancer distant recurrence using natural language processing and knowledge-guided convolutional neural network. PMID:33250149
Identification of Semantically Similar Sentences in Clinical Notes: Iterative Intermediate Training Using Multi-Task Learning. PMID:33245284
Predicting Unplanned Readmissions Following a Hip or Knee Arthroplasty: Retrospective Observational Study. PMID:33245283
[What is new… Implementation of artificial intelligence in intensive care medicine : Hype or already reality?]. PMID:33242115
Prediction of hypotension events with physiologic vital sign signatures in the intensive care unit. PMID:33234161
Effects of etomidate use in ICU patients on ventilator therapy: a study of 12,526 patients in an open database from a single center. PMID:33233029
Measurement of Semantic Textual Similarity in Clinical Texts: Comparison of Transformer-Based Models. PMID:33226350
Development and Verification of a Digital Twin Patient Model to Predict Specific Treatment Response During the First 24 Hours of Sepsis. PMID:33225302
PPGSynth: An Innovative Toolbox for Synthesizing Regular and Irregular Photoplethysmography Waveforms. PMID:33224967
Sensitive attribute privacy preservation of trajectory data publishing based on l-diversity. PMID:33223614
An empirical characterization of fair machine learning for clinical risk prediction. PMID:33220494
Vital Signs Prediction and Early Warning Score Calculation Based on Continuous Monitoring of Hospitalised Patients Using Wearable Technology. PMID:33218084
Evaluation of patient-level retrieval from electronic health record data for a cohort discovery task. PMID:33215074
The Veterans Affairs Precision Oncology Data Repository, a Clinical, Genomic, and Imaging Research Database. PMID:33205130
Federated Learning for Healthcare Informatics. PMID:33204939
Artificial intelligence in orthopaedics: false hope or not? A narrative review along the line of Gartner's hype cycle. PMID:33204501
Prognostic Role of Ammonia in Critical Care Patients Without Known Hepatic Disease. PMID:33195354
Facilitating the Development of Deep Learning Models with Visual Analytics for Electronic Health Records. PMID:33182703
Informative presence and observation in routine health data: A review of methodology for clinical risk prediction. PMID:33164082
Deceased serum bilirubin and albumin levels in the assessment of severity and mortality in patients with acute pancreatitis. PMID:33162796
Platelets as a prognostic marker for sepsis: A cohort study from the MIMIC-III database. PMID:33157998
Amplifying Domain Expertise in Clinical Data Pipelines. PMID:33151150
Impacts of Comorbid Chronic Obstructive Pulmonary Disease and Congestive Heart Failure on Prognosis of Critically Ill Patients. PMID:33149568
Classifying Electronic Consults for Triage Status and Question Type. PMID:33139965
Noise Detection in Electrocardiogram Signals for Intensive Care Unit Patients. PMID:33133877
Association between Body Mass Index and Short-Term Clinical Outcomes in Critically Ill Patients with Sepsis: A Real-World Study. PMID:33123579
Combining structured and unstructured data for predictive models: a deep learning approach. PMID:33121479
Clinical concept extraction using transformers. PMID:33120431
The Association of Red Blood Cell Distribution Width to Platelet Count Ratio and 28-Day Mortality of Patients with Sepsis: A Retrospective Cohort Study. PMID:33116549
Agile clinical research: A data science approach to scrumban in clinical medicine. PMID:33106798
DeepConsensus: Consensus-based Interpretable Deep Neural Networks with Application to Mortality Prediction. PMID:33101768
Automatic classification of scanned electronic health record documents. PMID:33091829
A Racially Unbiased, Machine Learning Approach to Prediction of Mortality: Algorithm Development Study. PMID:33090117
AutoScore: A Machine Learning-Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records. PMID:33084589
Association between neutrophil-to-albumin ratio and mortality in patients with cardiogenic shock: a retrospective cohort study. PMID:33077569
Red Blood Cell Distribution Width as a Predictor of 28-Day Mortality in Critically Ill Patients With Alcohol Use Disorder. PMID:33067833
Survival prediction of patients with sepsis from age, sex, and septic episode number alone. PMID:33051513
Classification of Biomedical Texts for Cardiovascular Diseases with Deep Neural Network Using a Weighted Feature Representation Method. PMID:33050399
Seeking predictors for paroxysmal atrial fibrillation in stroke with an online clinical database. PMID:33043264
Mortality prediction model for the triage of COVID-19, pneumonia, and mechanically ventilated ICU patients: A retrospective study. PMID:33042536
Democratizing EHR analyses with FIDDLE: a flexible data-driven preprocessing pipeline for structured clinical data. PMID:33040151
Comparison of Chest Radiograph Interpretations by Artificial Intelligence Algorithm vs Radiology Residents. PMID:33034642
Utilization of Deep Learning for Subphenotype Identification in Sepsis-Associated Acute Kidney Injury. PMID:33033164
Rapid declines in systolic blood pressure are associated with an increase in pulse transit time. PMID:33031455
Clinical concept normalization with a hybrid natural language processing system combining multilevel matching and machine learning ranking. PMID:33029642
Premature Atrial and Ventricular Contraction Detection using Photoplethysmographic Data from a Smartwatch. PMID:33028000
Predicting Mortality in Critical Care Patients with Fungemia Using Structured and Unstructured Data. PMID:33019215
Multi-Ontology Refined Embeddings (MORE): A hybrid multi-ontology and corpus-based semantic representation model for biomedical concepts. PMID:33010425
DDxNet: a deep learning model for automatic interpretation of electronic health records, electrocardiograms and electroencephalograms. PMID:33009423
Using machine learning methods to predict in-hospital mortality of sepsis patients in the ICU. PMID:33008381
Generating sequential electronic health records using dual adversarial autoencoder. PMID:32989459
Marrying Medical Domain Knowledge With Deep Learning on Electronic Health Records: A Deep Visual Analytics Approach. PMID:32985996
Prognostic Value of Acute-On-Chronic Liver Failure (ACLF) Score in Critically Ill Patients with Cirrhosis and ACLF. PMID:32978936
Using Item Response Theory for Explainable Machine Learning in Predicting Mortality in the Intensive Care Unit: Case-Based Approach. PMID:32975523
Spectral clustering of risk score trajectories stratifies sepsis patients by clinical outcome and interventions received. PMID:32959779
De-identifying free text of Japanese electronic health records. PMID:32958039
Utilizing imbalanced electronic health records to predict acute kidney injury by ensemble learning and time series model. PMID:32957977
A new analytical framework for missing data imputation and classification with uncertainty: Missing data imputation and heart failure readmission prediction. PMID:32956366
Evaluation of the updated "Candida score" with Sepsis 3.0 criteria in critically ill patients. PMID:32953717
Critical care echocardiography: diagnostic or prognostic? PMID:32953709
Association between Neutrophil Percentage-to-Albumin Ratio and All-Cause Mortality in Critically Ill Patients with Coronary Artery Disease. PMID:32934964
Outcomes for Patients with Sepsis Following Admission to the Intensive Care Unit Based on Health Insurance Status: A Study from the Medical Information Mart for Intensive Care-III (MIMIC-III) Database. PMID:32934195
Toward a hemorrhagic trauma severity score: fusing five physiological biomarkers. PMID:32928219
Explainable Prediction of Medical Codes With Knowledge Graphs. PMID:32923430
Anion Gap Was Associated with Inhospital Mortality and Adverse Clinical Outcomes of Coronary Care Unit Patients. PMID:32908890
A Machine Learning-Based Prediction of Hospital Mortality in Patients With Postoperative Sepsis. PMID:32903618
[Effects of cholestasis and hypoxic hepatitis on prognosis of ICU patients: a retrospective study based on MIMIC Ⅲ database]. PMID:32895209
[Comparison of four scoring systems for predicting ICU mortality in patients with sepsis]. PMID:32895135
Recommendations for improving national clinical datasets for health equity research. PMID:32885240
Association of Acidemia With Short-Term Mortality of Acute Myocardial Infarction: A Retrospective Study Base on MIMIC-III Database. PMID:32862673
What You Need to Know Before Implementing a Clinical Research Data Warehouse: Comparative Review of Integrated Data Repositories in Health Care Institutions. PMID:32852280
A Decision Support Method for Prehospital Emergency Care Based on Ranking the Importance of Physiological Variables. PMID:32847006
Rad-SpatialNet: A Frame-based Resource for Fine-Grained Spatial Relations in Radiology Reports. PMID:32844163
From Patient Engagement to Precision Oncology: Leveraging Informatics to Advance Cancer Care. PMID:32823322
Medical Information Extraction in the Age of Deep Learning. PMID:32823318
Synthetic photoplethysmogram generation using two Gaussian functions. PMID:32807897
Bias at warp speed: how AI may contribute to the disparities gap in the time of COVID-19. PMID:32805004
Text Processing for Detection of Fungal Ocular Involvement in Critical Care Patients: Cross-Sectional Study. PMID:32795984
Automatic Process Comparison for Subpopulations: Application in Cancer Care. PMID:32784617
Scores to Predict Long-term Mortality in Patients With Severe Pneumonia Still Lacking. PMID:32770177
Evaluating recommender systems for AI-driven biomedical informatics. PMID:32766825
CAS: corpus of clinical cases in French. PMID:32762729
Atrial Fibrillation Detection During Sepsis: Study on MIMIC III ICU Data. PMID:32750900
Novel Density Poincaré Plot Based Machine Learning Method to Detect Atrial Fibrillation From Premature Atrial/Ventricular Contractions. PMID:32746035
Physiology-Informed Real-Time Mean Arterial Blood Pressure Learning and Prediction for Septic Patients Receiving Norepinephrine. PMID:32746013
Accelerating ophthalmic artificial intelligence research: the role of an open access data repository. PMID:32740059
A Predictive Model Based on Machine Learning for the Early Detection of Late-Onset Neonatal Sepsis: Development and Observational Study. PMID:32735230
Machine learning for early detection of sepsis: an internal and temporal validation study. PMID:32734166
Red cell distribution width is correlated with all-cause mortality of patients in the coronary care unit. PMID:32731772
Cloud Services for Patient Cohort Identification Using the Informatics for Integrating Biology and the Bedside Platform. PMID:32724799
Elevated serum iron level is a predictor of prognosis in ICU patients with acute kidney injury. PMID:32711469
Reinforcement Learning for Clinical Decision Support in Critical Care: Comprehensive Review. PMID:32706670
Pulmonary hypertension with adult respiratory distress syndrome: prevalence, clinical impact, and association with central venous pressure. PMID:32699608
Machine Learning for Precision Health Economics and Outcomes Research (P-HEOR): Conceptual Review of Applications and Next Steps. PMID:32685596
Real-World Integration of a Sepsis Deep Learning Technology Into Routine Clinical Care: Implementation Study. PMID:32673244
Exploring the Privacy-Preserving Properties of Word Embeddings: Algorithmic Validation Study. PMID:32673230
Central venous pressure measurement is associated with improved outcomes in septic patients: an analysis of the MIMIC-III database. PMID:32665010
Red Blood Cell Distribution Width, Neutrophil-to-Lymphocyte Ratio, and In-Hospital Mortality in Dyspneic Patients Admitted to the Emergency Department. PMID:32655721
Generalizable deep temporal models for predicting episodes of sudden hypotension in critically ill patients: a personalized approach. PMID:32651401
Rethinking animal models of sepsis - working towards improved clinical translation whilst integrating the 3Rs. PMID:32648582
Supervised-actor-critic reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units. PMID:32646412
The association between neutrophil-to-lymphocyte count ratio and mortality in septic patients: a retrospective analysis of the MIMIC-III database. PMID:32642088
Sparse multi-output Gaussian processes for online medical time series prediction. PMID:32641134
Piloting a model-to-data approach to enable predictive analytics in health care through patient mortality prediction. PMID:32638010
Development of a nomogram to predict 30-day mortality of patients with sepsis-associated encephalopathy: a retrospective cohort study. PMID:32637121
Fold-stratified cross-validation for unbiased and privacy-preserving federated learning. PMID:32620945
An awakening in medicine: the partnership of humanity and intelligent machines. PMID:32617524
Benchmarking machine learning models on multi-centre eICU critical care dataset. PMID:32614874
Real-world characterization of blood glucose control and insulin use in the intensive care unit. PMID:32612144
Sensitivity of comorbidity network analysis. PMID:32607491
Development of data dictionary for neonatal intensive care unit: advancement towards a better critical care unit. PMID:32607484
Adapting and evaluating a deep learning language model for clinical why-question answering. PMID:32607483
Digital microbiology. PMID:32603804
Interpretable Predictions of Clinical Outcomes with An Attention-based Recurrent Neural Network. PMID:32577628
"Yes, but will it work for my patients?" Driving clinically relevant research with benchmark datasets. PMID:32577534
Artificial intelligence and computer simulation models in critical illness. PMID:32577412
FasTag: Automatic text classification of unstructured medical narratives. PMID:32569327
Toward Optimal Heparin Dosing by Comparing Multiple Machine Learning Methods: Retrospective Study. PMID:32568089
Dr. Agent: Clinical predictive model via mimicked second opinions. PMID:32548622
Long-Term Prognosis of Older Adults Who Survive Emergency Mechanical Ventilation. PMID:32540468
The weekend effect for stroke patients admitted to intensive care: A retrospective cohort analysis. PMID:32520977
Phenotype Inference with Semi-Supervised Mixed Membership Models. PMID:32490377
Progress Indication for Deep Learning Model Training: A Feasibility Demonstration. PMID:32483518
Can Neo4j Replace PostgreSQL in Healthcare? PMID:32477687
Interpretable Batch IRL to Extract Clinician Goals in ICU Hypotension Management. PMID:32477686
Patient Representation Transfer Learning from Clinical Notes based on Hierarchical Attention Network. PMID:32477682
Predicting Clinical Outcomes with Patient Stratification via Deep Mixture Neural Networks. PMID:32477657
BERT-based Ranking for Biomedical Entity Normalization. PMID:32477646
Identifying Distinct, Effective Treatments for Acute Hypotension with SODA-RL: Safely Optimized Diverse Accurate Reinforcement Learning. PMID:32477637
Genetic underpinnings of cerebral edema in acute brain injury: an opportunity for pathway discovery. PMID:32464484
A Review of Predictive Analytics Solutions for Sepsis Patients. PMID:32462640
Extraction of Information Related to Drug Safety Surveillance From Electronic Health Record Notes: Joint Modeling of Entities and Relations Using Knowledge-Aware Neural Attentive Models. PMID:32459650
Inferring multimodal latent topics from electronic health records. PMID:32439869
Generation and evaluation of artificial mental health records for Natural Language Processing. PMID:32435697
The Viral Infection and Respiratory Illness Universal Study (VIRUS): An International Registry of Coronavirus 2019-Related Critical Illness. PMID:32426754
Estimation and Tracking of Blood Pressure Using Routinely Acquired Photoplethysmographic Signals and Deep Neural Networks. PMID:32426737
Association Between Blood Glucose Within 24 Hours After Intensive Care Unit Admission and Prognosis: A Retrospective Cohort Study. PMID:32425565
Optimal Initial Blood Pressure in Intensive Care Unit Patients with Non-Traumatic Intracranial Hemorrhage. PMID:32423129
Prognostic Value of Neutrophil-Lymphocyte Ratio in Cardiogenic Shock: A Cohort Study. PMID:32418983
The incidence and outcome of severe hyperlactatemia in critically ill patients. PMID:32415561
Electronic Medical Record Search Engine (EMERSE): An Information Retrieval Tool for Supporting Cancer Research. PMID:32412846
Nomogram to predict the risk of septic acute kidney injury in the first 24 h of admission: an analysis of intensive care unit data. PMID:32401139
Using word embeddings to improve the privacy of clinical notes. PMID:32388549
Data sharing in the era of COVID-19. PMID:32373785
Incidence and Risk Model Development for Severe Tachypnea Following Terminal Extubation. PMID:32360728
Analysis of adult disease characteristics and mortality on MIMIC-III. PMID:32353003
Deep learning with sentence embeddings pre-trained on biomedical corpora improves the performance of finding similar sentences in electronic medical records. PMID:32349758
Modified Bidirectional Encoder Representations From Transformers Extractive Summarization Model for Hospital Information Systems Based on Character-Level Tokens (AlphaBERT): Development and Performance Evaluation. PMID:32347806
Vital-sign circadian rhythms in patients prior to discharge from an ICU: a retrospective observational analysis of routinely recorded physiological data. PMID:32345354
Hypochloremia is associated with increased risk of all-cause mortality in patients in the coronary care unit: A cohort study. PMID:32338101
Feature engineering with clinical expert knowledge: A case study assessment of machine learning model complexity and performance. PMID:32324754
Relation Extraction from Clinical Narratives Using Pre-trained Language Models. PMID:32308921
Learning Hierarchical Representations of Electronic Health Records for Clinical Outcome Prediction. PMID:32308854
Deep Learning from Incomplete Data: Detecting Imminent Risk of Hospital-acquired Pneumonia in ICU Patients. PMID:32308840
Hypersphere clustering to characterize healthcare providers using prescriptions and procedures from Medicare claims data. PMID:32308834
Towards Reliable ARDS Clinical Decision Support: ARDS Patient Analytics with Free-text and Structured EMR Data. PMID:32308815
LoAdaBoost: Loss-based AdaBoost federated machine learning with reduced computational complexity on IID and non-IID intensive care data. PMID:32302316
A Revised Point-to-Point Calibration Approach with Adaptive Errors Correction to Weaken Initial Sensitivity of Cuff-Less Blood Pressure Estimation. PMID:32295090
Science Without Conscience Is but the Ruin of the Soul: The Ethics of Big Data and Artificial Intelligence in Perioperative Medicine. PMID:32287130
Increased neutrophil percentage-to-albumin ratio is associated with all-cause mortality in patients with severe sepsis or septic shock. PMID:32238212
Clinical Text Data in Machine Learning: Systematic Review. PMID:32229465
The Neutrophil Percentage-to-Albumin Ratio Is Associated with All-Cause Mortality in Critically Ill Patients with Acute Kidney Injury. PMID:32219136
Exploiting sequence labeling framework to extract document-level relations from biomedical texts. PMID:32216746
Learning Latent Space Representations to Predict Patient Outcomes: Model Development and Validation. PMID:32202503
Blockchain-Authenticated Sharing of Genomic and Clinical Outcomes Data of Patients With Cancer: A Prospective Cohort Study. PMID:32196460
Temporal Pattern Detection to Predict Adverse Events in Critical Care: Case Study With Acute Kidney Injury. PMID:32181753
Red blood cell distribution width predicts long-term mortality in critically ill patients with acute kidney injury: a retrospective database study. PMID:32165684
Lactate indices as predictors of in-hospital mortality or 90-day survival after admission to an intensive care unit in unselected critically ill patients. PMID:32150560
An evaluation of time series summary statistics as features for clinical prediction tasks. PMID:32138733
Association between furosemide administration and outcomes in critically ill patients with acute kidney injury. PMID:32131879
Elixhauser comorbidity measures-based risk factors associated with 30-day mortality in elderly population after femur fracture surgery: a propensity scorematched retrospective case-control study. PMID:32131576
Association Between Comorbid Chronic Obstructive Pulmonary Disease and Prognosis of Patients Admitted to the Intensive Care Unit for Non-COPD Reasons: A Retrospective Cohort Study. PMID:32103927
Fluid-limiting treatment strategies among sepsis patients in the ICU: a retrospective causal analysis. PMID:32087760
Brief introduction of medical database and data mining technology in big data era. PMID:32086994
Expert-augmented machine learning. PMID:32071251
Association Between Peripheral Blood Oxygen Saturation (SpO2)/Fraction of Inspired Oxygen (FiO2) Ratio Time at Risk and Hospital Mortality in Mechanically Ventilated Patients. PMID:32069205
A customizable deep learning model for nosocomial risk prediction from critical care notes with indirect supervision. PMID:32065628
Serum Anion Gap Predicts All-Cause Mortality in Critically Ill Patients with Acute Kidney Injury: Analysis of the MIMIC-III Database. PMID:32051697
Machine Learning for Pulmonary and Critical Care Medicine: A Narrative Review. PMID:32048244
Does BERT need domain adaptation for clinical negation detection? PMID:32044989
Respiratory parameters and acute kidney injury in acute respiratory distress syndrome: a causal inference study. PMID:32042758
Heterogeneity introduced by EHR system implementation in a de-identified data resource from 100 non-affiliated organizations. PMID:32025653
Learning unsupervised contextual representations for medical synonym discovery. PMID:32025651
A new method for identifying the acute respiratory distress syndrome disease based on noninvasive physiological parameters. PMID:32023257
Customization scenarios for de-identification of clinical notes. PMID:32000770
Combining deep learning with token selection for patient phenotyping from electronic health records. PMID:31996705
Predictive modeling in urgent care: a comparative study of machine learning approaches. PMID:31984321
tableone: An open source Python package for producing summary statistics for research papers. PMID:31984317
Benchmarking Deep Learning Architectures for Predicting Readmission to the ICU and Describing Patients-at-Risk. PMID:31980704
Genetic Variation and Response to Neurocritical Illness: a Powerful Approach to Identify Novel Pathophysiological Mechanisms and Therapeutic Targets. PMID:31975153
What every intensivist should know about Big Data and targeted machine learning in the intensive care unit. PMID:31967217
Discovering hidden information in biosignals from patients using artificial intelligence. PMID:31955546
On classifying sepsis heterogeneity in the ICU: insight using machine learning. PMID:31951005
medExtractR: A targeted, customizable approach to medication extraction from electronic health records. PMID:31943012
Axes of a revolution: challenges and promises of big data in healthcare. PMID:31932803
PIC, a paediatric-specific intensive care database. PMID:31932583
Central venous pressure and the risk of diuretic-associated acute kidney injury in patients after cardiac surgery. PMID:31931418
Utilization of echocardiography during septic shock was associated with a decreased 28-day mortality: a propensity score-matched analysis of the MIMIC-III database. PMID:31930063
Early diagnosis of bloodstream infections in the intensive care unit using machine-learning algorithms. PMID:31912208
Privacy-Preserving Tensor Factorization for Collaborative Health Data Analysis. PMID:31897355
Natural language processing of electronic health records is superior to billing codes to identify symptom burden in hemodialysis patients. PMID:31883805
A Study of Deep Learning Methods for De-identification of Clinical Notes at Cross Institute Settings. PMID:31879734
Incorporating medical code descriptions for diagnosis prediction in healthcare. PMID:31856806
MIMIC-CXR, a de-identified publicly available database of chest radiographs with free-text reports. PMID:31831740
An adaptive term proximity based rocchio's model for clinical decision support retrieval. PMID:31830960
A Long Short-Term Memory Ensemble Approach for Improving the Outcome Prediction in Intensive Care Unit. PMID:31827589
Developing a Registry of Healthcare-Associated Infections at Intensive Care Units in West China: Study Rationale and Patient Characteristics. PMID:31824196
Machine learning can accurately predict pre-admission baseline hemoglobin and creatinine in intensive care patients. PMID:31815192
A study of deep learning methods for de-identification of clinical notes in cross-institute settings. PMID:31801524
Challenges of developing a digital scribe to reduce clinical documentation burden. PMID:31799422
Monitoring ICU Mortality Risk with A Long Short-Term Memory Recurrent Neural Network. PMID:31797590
VERB: VFCDM-Based Electrocardiogram Reconstruction and Beat Detection Algorithm. PMID:31741809
Combining Contextualized Embeddings and Prior Knowledge for Clinical Named Entity Recognition: Evaluation Study. PMID:31719024
Mining compact predictive pattern sets using classification model. PMID:31712785
Finding relevant free-text radiology reports at scale with IBM Watson Content Analytics: a feasibility study in the UK NHS. PMID:31711538
Early lactate measurement is associated with better outcomes in septic patients with an elevated serum lactate level. PMID:31711512
A Data-Driven Approach to Predicting Septic Shock in the Intensive Care Unit. PMID:31700248
Caution should be taken when using electronic health record database. PMID:31690316
Characterization and validation of a novel measure of septic shock severity. PMID:31686128
Digital Health and the State of Interoperable Electronic Health Records. PMID:31682583
Multiple Physiological Signals Fusion Techniques for Improving Heartbeat Detection: A Review. PMID:31671921
Analysis of Pulse Arrival Time as an Indicator of Blood Pressure in a Large Surgical Biosignal Database: Recommendations for Developing Ubiquitous Blood Pressure Monitoring Methods. PMID:31653002
Trends and Focus of Machine Learning Applications for Health Research. PMID:31651969
LiSep LSTM: A Machine Learning Algorithm for Early Detection of Septic Shock. PMID:31641162
Metabolic acidosis in critically ill patients with cirrhosis: Epidemiology and short-term mortality risk factors. PMID:31633484
Predicting diabetes second-line therapy initiation in the Australian population via time span-guided neural attention network. PMID:31626666
Developing a FHIR-based EHR phenotyping framework: A case study for identification of patients with obesity and multiple comorbidities from discharge summaries. PMID:31622801
Extraction of chemical-protein interactions from the literature using neural networks and narrow instance representation. PMID:31622463
Broadening horizons: the case for capturing function and the role of health informatics in its use. PMID:31615472
Leaf: an open-source, model-agnostic, data-driven web application for cohort discovery and translational biomedical research. PMID:31592524
Extracting medications and associated adverse drug events using a natural language processing system combining knowledge base and deep learning. PMID:31591641
2018 n2c2 shared task on adverse drug events and medication extraction in electronic health records. PMID:31584655
Medical device surveillance with electronic health records. PMID:31583282
Extracting entities with attributes in clinical text via joint deep learning. PMID:31550346
Curation of an intensive care research dataset from routinely collected patient data in an NHS trust. PMID:31543959
Subphenotypes of Cardiac Arrest Patients Admitted to Intensive Care Unit: a latent profile analysis of a large critical care database. PMID:31541172
Predicting the Incidence of Pressure Ulcers in the Intensive Care Unit Using Machine Learning. PMID:31534981
Elevated urea-to-creatinine ratio provides a biochemical signature of muscle catabolism and persistent critical illness after major trauma. PMID:31531715
Red Blood Cell Distribution Width Is Associated with All-Cause Mortality in Critically Ill Patients with Cardiogenic Shock. PMID:31530796
Factors associated with outcomes of septic shock patients receiving high dose noradrenaline according to three primary infection sites. PMID:31530058
Predicting patient's diagnoses and diagnostic categories from clinical-events in EHR data. PMID:31528858
Recent Context-aware LSTM for Clinical Event Time-series Prediction. PMID:31528857
Evaluating shallow and deep learning strategies for the 2018 n2c2 shared task on clinical text classification. PMID:31512729
Identifying relations of medications with adverse drug events using recurrent convolutional neural networks and gradient boosting. PMID:31504605
Critical Transitions in Intensive Care Units: A Sepsis Case Study. PMID:31501451
Unexpected sawtooth artifact in beat-to-beat pulse transit time measured from patient monitor data. PMID:31498802
A privacy-preserving distributed filtering framework for NLP artifacts. PMID:31493797
Using the National Early Warning Score (NEWS/NEWS 2) in different Intensive Care Units (ICUs) to predict the discharge location of patients. PMID:31488143
Reduced Rank Least Squares for Real-Time Short Term Estimation of Mean Arterial Blood Pressure in Septic Patients Receiving Norepinephrine. PMID:31475080
The "inconvenient truth" about AI in healthcare. PMID:31453372
Estimated effects of early diuretic use in critical illness. PMID:31440746
Use of machine learning to analyse routinely collected intensive care unit data: a systematic review. PMID:31439010
Enhancing Prediction Models for One-Year Mortality in Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome. PMID:31437928
Recurrent Deep Network Models for Clinical NLP Tasks: Use Case with Sentence Boundary Disambiguation. PMID:31437913
Precision Medicine and its Role in the Treatment of Sepsis: A Personalised View. PMID:31431921
Development and implementation of a dynamically updated big data intelligence platform from electronic health records for nasopharyngeal carcinoma research. PMID:31430186
A nomogram for predicting the risk of sepsis in patients with acute cholangitis. PMID:31429338
AI in Health: State of the Art, Challenges, and Future Directions. PMID:31419814
Deep Learning-Based Electrocardiogram Signal Noise Detection and Screening Model. PMID:31406612
Admission serum sodium and potassium levels predict survival among critically ill patients with acute kidney injury: a cohort study. PMID:31395027
Adverse drug events and medication relation extraction in electronic health records with ensemble deep learning methods. PMID:31390003
Blood Pressure Estimation from Photoplethysmogram Using a Spectro-Temporal Deep Neural Network. PMID:31382703
Towards precision critical care management of blood pressure in hemorrhagic stroke patients using dynamic linear models. PMID:31381589
Artificial intelligence and machine learning in clinical development: a translational perspective. PMID:31372505
Novel Method of Atrial Fibrillation Case Identification and Burden Estimation Using the MIMIC-III Electronic Health Data Set. PMID:31354020
Adverse drug event and medication extraction in electronic health records via a cascading architecture with different sequence labeling models and word embeddings. PMID:31334805
Detecting insertion, substitution, and deletion errors in radiology reports using neural sequence-to-sequence models. PMID:31317003
VetTag: improving automated veterinary diagnosis coding via large-scale language modeling. PMID:31304381
Scalable and accurate deep learning with electronic health records. PMID:31304302
Clinical trial cohort selection based on multi-level rule-based natural language processing system. PMID:31300825
Privacy-Preserving Generative Deep Neural Networks Support Clinical Data Sharing. PMID:31284738
Analysis and prediction of unplanned intensive care unit readmission using recurrent neural networks with long short-term memory. PMID:31283759
Ensemble method-based extraction of medication and related information from clinical texts. PMID:31282932
Enhancing clinical concept extraction with contextual embeddings. PMID:31265066
Prognostic value of serum lactate kinetics in critically ill patients with cirrhosis and acute-on-chronic liver failure: a multicenter study. PMID:31259742
Predictive Modeling of the Risk of Acute Kidney Injury in Critical Care: A Systematic Investigation of The Class Imbalance Problem. PMID:31259038
Deep Patient Representation of Clinical Notes via Multi-Task Learning for Mortality Prediction. PMID:31259035
A Hybrid Normalization Method for Medical Concepts in Clinical Narrative using Semantic Matching. PMID:31259030
Assessing the Readability of Freely Available ICU Notes. PMID:31259026
Improving length of stay prediction using a hidden Markov model. PMID:31258996
Automatic ICD Code Assignment based on ICD's Hierarchy Structure for Chinese Electronic Medical Records. PMID:31258995
Building Computational Models to Predict One-Year Mortality in ICU Patients with Acute Myocardial Infarction and Post Myocardial Infarction Syndrome. PMID:31258994
Context-Driven Concept Annotation in Radiology Reports: Anatomical Phrase Labeling. PMID:31258975
New-Onset Atrial Fibrillation as a Sepsis-Defining Organ Failure. PMID:31242401
Healthcare processes of laboratory tests for the prediction of mortality in the intensive care unit: a retrospective study based on electronic healthcare records in the USA. PMID:31239303
Toward a clinical text encoder: pretraining for clinical natural language processing with applications to substance misuse. PMID:31233140
Prognosis predictive value of the Oxford Acute Severity of Illness Score for sepsis: a retrospective cohort study. PMID:31218129
Critical Care, Critical Data. PMID:31217702
Discovering health-care processes using DeciClareMiner. PMID:31214348
Health information technology: promise and progress. PMID:31214346
Multitask learning and benchmarking with clinical time series data. PMID:31209213
Dexmedetomidine versus midazolam and propofol for sedation in critically ill patients: Mining the Medical Information Mart for Intensive Care data. PMID:31205915
Distributed Tensor Decomposition for Large Scale Health Analytics. PMID:31198910
An ensemble of neural models for nested adverse drug events and medication extraction with subwords. PMID:31197355
Alleviation of exhaustion-induced immunosuppression and sepsis by immune checkpoint blockers sequentially administered with antibiotics-analysis of a new mathematical model. PMID:31187301
A Non-Invasive Continuous Blood Pressure Estimation Approach Based on Machine Learning. PMID:31174357
Examining the weekend effect across ICU performance metrics. PMID:31171026
Patterns of diuretic use in the intensive care unit. PMID:31150512
A study of deep learning approaches for medication and adverse drug event extraction from clinical text. PMID:31135882
Identifying Clinical Terms in Medical Text Using Ontology-Guided Machine Learning. PMID:31094361
A novel approach for exposing and sharing clinical data: the Translator Integrated Clinical and Environmental Exposures Service. PMID:31077269
Veterans Affairs patient database (VAPD 2014-2017): building nationwide granular data for clinical discovery. PMID:31068135
Counterintuitive results from observational data: a case study and discussion. PMID:31061037
Prognostic accuracy of the serum lactate level, the SOFA score and the qSOFA score for mortality among adults with Sepsis. PMID:31039813
Evaluation of a machine learning algorithm for up to 48-hour advance prediction of sepsis using six vital signs. PMID:31035074
Relation between Red Cell Distribution Width and Mortality in Critically Ill Patients with Acute Respiratory Distress Syndrome. PMID:31016186
Application of artificial intelligence in pediatrics: past, present and future. PMID:30997653
Data-driven discovery of a novel sepsis pre-shock state predicts impending septic shock in the ICU. PMID:30992534
Machine learning for the prediction of volume responsiveness in patients with oliguric acute kidney injury in critical care. PMID:30961662
Inverse reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units. PMID:30961594
"Flying blind" or "in plain sight"? PMID:30949621
Rate of Correction of Hypernatremia and Health Outcomes in Critically Ill Patients. PMID:30948456
Clinical text classification with rule-based features and knowledge-guided convolutional neural networks. PMID:30943960
Parsing clinical text using the state-of-the-art deep learning based parsers: a systematic comparison. PMID:30943955
Interaction between serum chloride increase and baseline chloride level. PMID:30941444
The association between autoimmune disease and 30-day mortality among sepsis ICU patients: a cohort study. PMID:30885252
Early Hospital Mortality Prediction using Vital Signals. PMID:30873427
An Optimal Policy for Patient Laboratory Tests in Intensive Care Units. PMID:30864333
How Effective Is Pulse Arrival Time for Evaluating Blood Pressure? Challenges and Recommendations from a Study Using the MIMIC Database. PMID:30862031
Towards a decision support tool for intensive care discharge: machine learning algorithm development using electronic healthcare data from MIMIC-III and Bristol, UK. PMID:30850412
Quantifying risk factors in medical reports with a context-aware linear model. PMID:30840055
Distributed learning from multiple EHR databases: Contextual embedding models for medical events. PMID:30825539
FABLE: A Semi-Supervised Prescription Information Extraction System. PMID:30815199
A Frame-Based NLP System for Cancer-Related Information Extraction. PMID:30815198
Using Neural Multi-task Learning to Extract Substance Abuse Information from Clinical Notes. PMID:30815184
Using Demographic Factors and Comorbidities to Develop a Predictive Model for ICU Mortality in Patients with Acute Exacerbation COPD. PMID:30815176
Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning. PMID:30815131
Learning to Identify Rare Disease Patients from Electronic Health Records. PMID:30815073
A quantitative exploration of gastrointestinal bleeding in intensive care unit patients. PMID:30794554
Using machine learning models to predict oxygen saturation following ventilator support adjustment in critically ill children: A single center pilot study. PMID:30785881
Platelet-to-lymphocyte ratio as a prognostic predictor of mortality for sepsis: interaction effect with disease severity-a retrospective study. PMID:30782690
Machine-Learning-Based Laboratory Developed Test for the Diagnosis of Sepsis in High-Risk Patients. PMID:30781800
Description of Clinical Characteristics of VAP Patients in MIMIC Database. PMID:30778301
Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces. PMID:30775726
Predicting tachycardia as a surrogate for instability in the intensive care unit. PMID:30767136
Withholding or withdrawing invasive interventions may not accelerate time to death among dying ICU patients. PMID:30763372
An attention based deep learning model of clinical events in the intensive care unit. PMID:30759094
Hierarchical patient-centric caregiver network method for clinical outcomes study. PMID:30759091
DeepSOFA: A Continuous Acuity Score for Critically Ill Patients using Clinically Interpretable Deep Learning. PMID:30755689
Machine Learning in Health Care: A Critical Appraisal of Challenges and Opportunities. PMID:30705919
Integrating shortest dependency path and sentence sequence into a deep learning framework for relation extraction in clinical text. PMID:30700301
Early prediction of acute kidney injury following ICU admission using a multivariate panel of physiological measurements. PMID:30700291
Data Science for Child Health. PMID:30686480
International normalized ratio on admission predicts the 90-day mortality of critically ill patients undergoing endarterectomy. PMID:30651798
Assessment of Intensive Care Unit Laboratory Values That Differ From Reference Ranges and Association With Patient Mortality and Length of Stay. PMID:30646358
Prevalence and Nature of Financial Considerations Documented in Narrative Clinical Records in Intensive Care Units. PMID:30646344
Validation of Prediction Models for Critical Care Outcomes Using Natural Language Processing of Electronic Health Record Data. PMID:30646310
Comparison of 2 Natural Language Processing Methods for Identification of Bleeding Among Critically Ill Patients. PMID:30646240
A review of big data applications of physiological signal data. PMID:30627871
A New Insight Into Missing Data in Intensive Care Unit Patient Profiles: Observational Study. PMID:30622091
Identification of subclasses of sepsis that showed different clinical outcomes and responses to amount of fluid resuscitation: a latent profile analysis. PMID:30563548
Construct validity of six sentiment analysis methods in the text of encounter notes of patients with critical illness. PMID:30557683
EHR phenotyping via jointly embedding medical concepts and words into a unified vector space. PMID:30537974
Synthesizing electronic health records using improved generative adversarial networks. PMID:30535151
Rethinking Data Sharing at the Dawn of a Health Data Economy: A Viewpoint. PMID:30467103
Machine learning in critical care: state-of-the-art and a sepsis case study. PMID:30458795
Developing a healthcare dataset information resource (DIR) based on Semantic Web. PMID:30453940
A Deep Deterministic Policy Gradient Approach to Medication Dosing and Surveillance in the ICU. PMID:30441448
Optimal intensive care outcome prediction over time using machine learning. PMID:30427913
Improving counterfactual reasoning with kernelised dynamic mixing models. PMID:30419029
A method for harmonization of clinical abbreviation and acronym sense inventories. PMID:30414475
Mean arterial pressure and mortality in patients with distributive shock: a retrospective analysis of the MIMIC-III database. PMID:30411243
Post-extrasystolic characteristics in the arterial blood pressure waveform are associated with right ventricular dysfunction in intensive care patients. PMID:30411186
Photoplethysmography and Deep Learning: Enhancing Hypertension Risk Stratification. PMID:30373211
Using clinical Natural Language Processing for health outcomes research: Overview and actionable suggestions for future advances. PMID:30368002
Improved Survival of Cancer Patients Admitted to the Intensive Care Unit between 2002 and 2011 at a U.S. Teaching Hospital. PMID:30309220
Mechanical power of ventilation is associated with mortality in critically ill patients: an analysis of patients in two observational cohorts. PMID:30291378
Can Photoplethysmography Replace Arterial Blood Pressure in the Assessment of Blood Pressure? PMID:30274376
Effectiveness of sodium bicarbonate infusion on mortality in septic patients with metabolic acidosis. PMID:30255318
A comparison of word embeddings for the biomedical natural language processing. PMID:30217670
Predicting ICU readmission using grouped physiological and medication trends. PMID:30213670
Prolonged dexmedetomidine infusion in critically ill adult patients: a retrospective analysis of a large clinical database Multiparameter Intelligent Monitoring in Intensive Care III. PMID:30211192
The eICU Collaborative Research Database, a freely available multi-center database for critical care research. PMID:30204154
Hypertension Assessment via ECG and PPG Signals: An Evaluation Using MIMIC Database. PMID:30201887
Serum anion gap on admission predicts intensive care unit mortality in patients with aortic aneurysm. PMID:30186400
Prompt admission to intensive care is associated with improved survival in patients with severe sepsis and/or septic shock. PMID:30165749
A new prediction model for assessing the clinical outcomes of ICU patients with community-acquired pneumonia: a decision tree analysis. PMID:30160553
EMR Coding with Semi-Parametric Multi-Head Matching Networks. PMID:30148288
Association of Sex With Clinical Outcome in Critically Ill Sepsis Patients: A Retrospective Analysis of the Large Clinical Database MIMIC-III. PMID:30138298
Serum uric acid on admission cannot predict long-term outcome of critically ill patients: a retrospective cohort study. PMID:30122934
Development of a personalized diagnostic model for kidney stone disease tailored to acute care by integrating large clinical, demographics and laboratory data: the diagnostic acute care algorithm - kidney stones (DACA-KS). PMID:30119627
Prediction of Acute Kidney Injury With a Machine Learning Algorithm Using Electronic Health Record Data. PMID:30094049
High 28-day mortality in critically ill patients with sepsis and concomitant active cancer. PMID:30088429
Open data informatics and data repurposing for IBD. PMID:30061595
High Serum Iron level is Associated with Increased Mortality in Patients with Sepsis. PMID:30038422
Predictive accuracy of serum total calcium for both critically high and critically low ionized calcium in critical illness. PMID:30014524
Time-related association between fluid balance and mortality in sepsis patients: interaction between fluid balance and haemodynamics. PMID:29991754
Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis. PMID:29989977
Association mapping in biomedical time series via statistically significant shapelet mining. PMID:29949972
CogStack - experiences of deploying integrated information retrieval and extraction services in a large National Health Service Foundation Trust hospital. PMID:29941004
The challenge of local consent requirements for global critical care databases. PMID:29922844
Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review. PMID:29893864
i2b2 implemented over SMART-on-FHIR. PMID:29888095
Predicting Mortality in Diabetic ICU Patients Using Machine Learning and Severity Indices. PMID:29888089
Adapting Word Embeddings from Multiple Domains to Symptom Recognition from Psychiatric Notes. PMID:29888086
Accurate and interpretable intensive care risk adjustment for fused clinical data with generalized additive models. PMID:29888065
From Sour Grapes to Low-Hanging Fruit: A Case Study Demonstrating a Practical Strategy for Natural Language Processing Portability. PMID:29888051
What's in a Note? Unpacking Predictive Value in Clinical Note Representations. PMID:29888035
Modeling asynchronous event sequences with RNNs. PMID:29883623
Sentiment in nursing notes as an indicator of out-of-hospital mortality in intensive care patients. PMID:29879201
Leveraging Clinical Time-Series Data for Prediction: A Cautionary Tale. PMID:29854227
Real-time mortality prediction in the Intensive Care Unit. PMID:29854167
An Automated System for Categorizing Transthoracic Echocardiography Indications According to the Echocardiography Appropriate Use Criteria. PMID:29854132
Big data in healthcare - the promises, challenges and opportunities from a research perspective: A case study with a model database. PMID:29854102
Using OPC and HL7 Standards to Incorporate an Industrial Big Data Historian in a Health IT Environment. PMID:29846812
Transthoracic echocardiography and mortality in sepsis: analysis of the MIMIC-III database. PMID:29806057
Predicting Intensive Care Unit Readmission with Machine Learning Using Electronic Health Record Data. PMID:29787309
Privacy-Preserving Predictive Modeling: Harmonization of Contextual Embeddings From Different Sources. PMID:29769172
One-year mortality after recovery from critical illness: A retrospective cohort study. PMID:29750814
First Brazilian datathon in critical care. PMID:29742215
Does health informatics have a replication crisis? PMID:29669066
Recurrent Neural Networks for Multivariate Time Series with Missing Values. PMID:29666385
Inclusion of Unstructured Clinical Text Improves Early Prediction of Death or Prolonged ICU Stay. PMID:29629986
Predicting adverse hemodynamic events in critically ill patients. PMID:29601321
Target-Controlled Continuous Infusion for Antibiotic Dosing: Proof-of-Principle in an In-silico Vancomycin Trial in Intensive Care Unit Patients. PMID:29512049
Comparing deep learning and concept extraction based methods for patient phenotyping from clinical narratives. PMID:29447188
Joint Learning of Representations of Medical Concepts and Words from EHR Data. PMID:29375929
Multicentre validation of a sepsis prediction algorithm using only vital sign data in the emergency department, general ward and ICU. PMID:29374661
SemEHR: A general-purpose semantic search system to surface semantic data from clinical notes for tailored care, trial recruitment, and clinical research. PMID:29361077
A Comparative Analysis of Sepsis Identification Methods in an Electronic Database. PMID:29303796
Linking temporal medical records using non-protected health information data. PMID:29298592
An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU. PMID:29286945
Patient ranking with temporally annotated data. PMID:29277597
Performance Comparison of Systemic Inflammatory Response Syndrome with Logistic Regression Models to Predict Sepsis in Neonates. PMID:29257099
Data discovery with DATS: exemplar adoptions and lessons learned. PMID:29228196
The Epimed Monitor ICU Database®: a cloud-based national registry for adult intensive care unit patients in Brazil. PMID:29211187
System for Collecting Biosignal Data from Multiple Patient Monitoring Systems. PMID:29181244
Promoting Secondary Analysis of Electronic Medical Records in China: Summary of the PLAGH-MIT Critical Data Conference and Health Datathon. PMID:29138126
Enabling Machine Learning in Critical Care. PMID:29130079
Distant Supervision with Transductive Learning for Adverse Drug Reaction Identification from Electronic Medical Records. PMID:29090077
The MIMIC Code Repository: enabling reproducibility in critical care research. PMID:29036464
Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes. PMID:29025149
Closing the Data Loop: An Integrated Open Access Analysis Platform for the MIMIC Database. PMID:28989936
Prediction of early unplanned intensive care unit readmission in a UK tertiary care hospital: a cross-sectional machine learning approach. PMID:28918412
Early sepsis detection in critical care patients using multiscale blood pressure and heart rate dynamics. PMID:28916175
Methods for enhancing the reproducibility of biomedical research findings using electronic health records. PMID:28912836
Hierarchical Genetic Algorithm and Fuzzy Radial Basis Function Networks for Factors Influencing Hospital Length of Stay Outliers. PMID:28875058
Identifying Psychiatric Comorbidities for Obstructive Sleep Apnea in the Biomedical Literature and Electronic Health Record. PMID:28815150
Predicting intervention onset in the ICU with switching state space models. PMID:28815112
Association between elevated central venous pressure and outcomes in critically ill patients. PMID:28795349
Machine learning landscapes and predictions for patient outcomes. PMID:28791144
A Mortality Study for ICU Patients using Bursty Medical Events. PMID:28757793
iNICU - Integrated Neonatal Care Unit: Capturing Neonatal Journey in an Intelligent Data Way. PMID:28748430
Recurrent neural networks for classifying relations in clinical notes. PMID:28694119
Prescription extraction using CRFs and word embeddings. PMID:28684255
Using Transfer Learning for Improved Mortality Prediction in a Data-Scarce Hospital Setting. PMID:28638239
A System for Continuous Estimating and Monitoring Cardiac Output via Arterial Waveform Analysis. PMID:28580340
Development of a novel score for the prediction of hospital mortality in patients with severe sepsis: the use of electronic healthcare records with LASSO regression. PMID:28548951
Evidence appraisal: a scoping review, conceptual framework, and research agenda. PMID:28541552
Association between fluid intake and mortality in critically ill patients with negative fluid balance: a retrospective cohort study. PMID:28494815
Discriminative and Distinct Phenotyping by Constrained Tensor Factorization. PMID:28442772
A path to precision in the ICU. PMID:28366166
Deep learning for pharmacovigilance: recurrent neural network architectures for labeling adverse drug reactions in Twitter posts. PMID:28339747
Association of do-not-resuscitate order and survival in patients with severe sepsis and/or septic shock. PMID:28154886
AKI-CLIF-SOFA: a novel prognostic score for critically ill cirrhotic patients with acute kidney injury. PMID:28114104
De-identification of patient notes with recurrent neural networks. PMID:28040687
Using electronic health record collected clinical variables to predict medical intensive care unit mortality. PMID:27699003
Prediction of Sepsis in the Intensive Care Unit With Minimal Electronic Health Record Data: A Machine Learning Approach. PMID:27694098
Multiparameter Intelligent Monitoring in Intensive Care II: a public-access intensive care unit database PubMed citations: 256.

256 articles citing: Multiparameter Intelligent Monitoring in Intensive Care II: a public-access intensive care unit database

Using Temporal Data Mining on Patient Data for Clinical Decision Making in the Care of the Sick Newborn. PMID:35790097
An Overview of the Sensors for Heart Rate Monitoring Used in Extramural Applications. PMID:35684656
Ethnic disparities in publicly-available pulse oximetry databases. PMID:35637660
A Review of Noninvasive Methodologies to Estimate the Blood Pressure Waveform. PMID:35632360
Predicting clinical outcomes using artificial intelligence and machine learning in neonatal intensive care units: a systematic review. PMID:35562414
Dynamic Bayesian network for predicting physiological changes, organ dysfunctions and mortality risk in critical trauma patients. PMID:35505328
Domain Adaptation Using Convolutional Autoencoder and Gradient Boosting for Adverse Events Prediction in the Intensive Care Unit. PMID:35481281
Use of unstructured text in prognostic clinical prediction models: a systematic review. PMID:35475536
Association Between Platelet Levels and 28-Day Mortality in Patients With Sepsis: A Retrospective Analysis of a Large Clinical Database MIMIC-IV. PMID:35463034
Concatenated convolutional neural network model for cuffless blood pressure estimation using fuzzy recurrence properties of photoplethysmogram signals. PMID:35459260
Association between basal platelet count and all-cause mortality in critically ill patients with acute respiratory failure: a secondary analysis from the eICU collaborative research database. PMID:35422956
Machine Learning and Mobile Health Monitoring Platforms: A Case Study on Research and Implementation Challenges. PMID:35415406
A novel nomogram to predict mortality in patients with stroke: a survival analysis based on the MIMIC-III clinical database. PMID:35387672
Intelligent Bio-Impedance System for Personalized Continuous Blood Pressure Measurement. PMID:35323420
Systematic Review and Comparison of Publicly Available ICU Data Sets-A Decision Guide for Clinicians and Data Scientists. PMID:35234175
CoCross: An ICT Platform Enabling Monitoring Recording and Fusion of Clinical Information Chest Sounds and Imaging of COVID-19 ICU Patients. PMID:35206889
Association between circadian variation of heart rate and mortality among critically ill patients: a retrospective cohort study. PMID:35151270
Artificial Intelligence for Detection of Cardiovascular-Related Diseases from Wearable Devices: A Systematic Review and Meta-Analysis. PMID:35040610
Development of a Lexicon for Pain. PMID:34966903
Sepsis prediction, early detection, and identification using clinical text for machine learning: a systematic review. PMID:34897469
On Missingness Features in Machine Learning Models for Critical Care: Observational Study. PMID:34889756
Hidden in Plain Sight: Clinical Informaticians are the Oncology Subspecialists You Did Not Know You Needed. PMID:34887151
Arrhythmia detection and classification using ECG and PPG techniques: a review. PMID:34727361
A Novel Nomogram for Predicting Survival in Patients with Severe Acute Pancreatitis: An Analysis Based on the Large MIMIC-III Clinical Database. PMID:34676117
A scoping review of artificial intelligence applications in thoracic surgery. PMID:34601587
Using Restricted Cubic Splines to Study the Trajectory of Systolic Blood Pressure in the Prognosis of Acute Myocardial Infarction. PMID:34568468
Atrial fibrillation increases inpatient and 4-year all-cause mortality in critically ill patients with liver cirrhosis. PMID:34532376
The Effect of Long-Term Duration Renal Replacement Therapy on Outcomes of Critically Ill Patients with Acute Kidney Injury: A Retrospective Cohort Study. PMID:34504539
Occlusion-Based Explanations in Deep Recurrent Models for Biomedical Signals. PMID:34441204
Systemic Immune-Inflammation Index for Predicting the Prognosis of Critically Ill Patients with Acute Pancreatitis. PMID:34413676
An impedance pneumography signal quality index: Design, assessment and application to respiratory rate monitoring. PMID:34168684
Precision Medicine in Neonates: A Tailored Approach to Neonatal Brain Injury. PMID:34095022
Day-to-day progression of vital-sign circadian rhythms in the intensive care unit. PMID:33888129
Relationship between 24-h venous blood glucose variation and mortality among patients with acute respiratory failure. PMID:33833344
Determining respiratory rate from photoplethysmogram and electrocardiogram signals using respiratory quality indices and neural networks. PMID:33831075
Ontology-driven weak supervision for clinical entity classification in electronic health records. PMID:33795682
The prediction of mortality influential variables in an intensive care unit: a case study. PMID:33654479
[Artificial intelligence in neurocritical care]. PMID:33491152
Clinician involvement in research on machine learning-based predictive clinical decision support for the hospital setting: A scoping review. PMID:33325504
Robust T-End Detection via T-End Signal Quality Index and Optimal Shrinkage. PMID:33317208
Game Theoretic Approach for Systematic Feature Selection; Application in False Alarm Detection in Intensive Care Units. PMID:33265281
Towards better heartbeat segmentation with deep learning classification. PMID:33244078
Vital Signs Prediction and Early Warning Score Calculation Based on Continuous Monitoring of Hospitalised Patients Using Wearable Technology. PMID:33218084
Non-contact vital-sign monitoring of patients undergoing haemodialysis treatment. PMID:33116150
[Comparison of four scoring systems for predicting ICU mortality in patients with sepsis]. PMID:32895135
Reinforcement Learning for Clinical Decision Support in Critical Care: Comprehensive Review. PMID:32706670
A Novel Temporal Similarity Measure for Patients Based on Irregularly Measured Data in Electronic Health Records. PMID:32577627
A bibliometric analysis and visualization of medical data mining research. PMID:32481411
Estimation and Tracking of Blood Pressure Using Routinely Acquired Photoplethysmographic Signals and Deep Neural Networks. PMID:32426737
A Predictive Model for Acute Respiratory Distress Syndrome Mortality Using Red Cell Distribution Width. PMID:32399293
Vital-sign circadian rhythms in patients prior to discharge from an ICU: a retrospective observational analysis of routinely recorded physiological data. PMID:32345354
Do Hyponatremia or Its Underlying Mechanisms Associate With Mortality Risk in Observational Data? PMID:32166294
Brief introduction of medical database and data mining technology in big data era. PMID:32086994
Expert-augmented machine learning. PMID:32071251
Learning unsupervised contextual representations for medical synonym discovery. PMID:32025651
Annotating and detecting phenotypic information for chronic obstructive pulmonary disease. PMID:31984360
PIC, a paediatric-specific intensive care database. PMID:31932583
A Cascaded Convolutional Neural Network for Assessing Signal Quality of Dynamic ECG. PMID:31781289
Multiple Physiological Signals Fusion Techniques for Improving Heartbeat Detection: A Review. PMID:31671921
Preoperative Blood Pressure Complexity Indices as a Marker for Frailty in Patients Undergoing Cardiac Surgery. PMID:31668744
LiSep LSTM: A Machine Learning Algorithm for Early Detection of Septic Shock. PMID:31641162
The Univariate Flagging Algorithm (UFA): An interpretable approach for predictive modeling. PMID:31603902
Nocturnal Mean Arterial Pressure Rising Is Associated With Mortality in the Intensive Care Unit: A Retrospective Cohort Study. PMID:31566067
Cohort selection for clinical trials: n2c2 2018 shared task track 1. PMID:31562516
A nomogram for predicting the risk of sepsis in patients with acute cholangitis. PMID:31429338
The use of photoplethysmography for assessing hypertension. PMID:31388564
A Hybrid Normalization Method for Medical Concepts in Clinical Narrative using Semantic Matching. PMID:31259030
Critical Care, Critical Data. PMID:31217702
Association of Data Integration Technologies With Intensive Care Clinician Performance: A Systematic Review and Meta-analysis. PMID:31125104
Perpetual and Virtual Patients for Cardiorespiratory Physiological Studies. PMID:31110896
The opportunities and shortcomings of using big data and national databases for sarcoma research. PMID:31090929
The Adverse Drug Reactions From Patient Reports in Social Media Project: Protocol for an Evaluation Against a Gold Standard. PMID:31066711
Dynamic multi-outcome prediction after injury: Applying adaptive machine learning for precision medicine in trauma. PMID:30970030
Finding Understudied Disorders Potentially Associated with Maternal Morbidity and Mortality. PMID:30838163
Combine Factual Medical Knowledge and Distributed Word Representation to Improve Clinical Named Entity Recognition. PMID:30815153
Ensemble-based Methods to Improve De-identification of Electronic Health Record Narratives. PMID:30815108
Machine-Learning-Based Laboratory Developed Test for the Diagnosis of Sepsis in High-Risk Patients. PMID:30781800
Description of Clinical Characteristics of VAP Patients in MIMIC Database. PMID:30778301
Predicting tachycardia as a surrogate for instability in the intensive care unit. PMID:30767136
The Connected Intensive Care Unit Patient: Exploratory Analyses and Cohort Discovery From a Critical Care Telemedicine Database. PMID:30679148
Machine learning in critical care: state-of-the-art and a sepsis case study. PMID:30458795
Photoplethysmography and Deep Learning: Enhancing Hypertension Risk Stratification. PMID:30373211
Predicting ICU readmission using grouped physiological and medication trends. PMID:30213670
The eICU Collaborative Research Database, a freely available multi-center database for critical care research. PMID:30204154
Data to diagnosis in global health: a 3P approach. PMID:30180839
Advancing the State of the Art in Clinical Natural Language Processing through Shared Tasks. PMID:30157522
Breathing Rate Estimation From the Electrocardiogram and Photoplethysmogram: A Review. PMID:29990026
A Systematic Review on Healthcare Analytics: Application and Theoretical Perspective of Data Mining. PMID:29882866
Clinical Named Entity Recognition Using Deep Learning Models. PMID:29854252
Interactive Visualization and Exploration of Patient Progression in a Hospital Setting. PMID:29854248
Exploiting Unlabeled Texts with Clustering-based Instance Selection for Medical Relation Classification. PMID:29854174
Big Data and Data Science in Critical Care. PMID:29752973
Epidemiology of patient monitoring alarms in the neonatal intensive care unit. PMID:29740183
Data-driving methods: More than merely trendy buzzwords? PMID:29721786
Early biliary drainage is associated with favourable outcomes in critically-ill patients with acute cholangitis. PMID:29657606
Non-Invasive Blood Pressure Estimation from ECG Using Machine Learning Techniques. PMID:29641430
Clinical Natural Language Processing in languages other than English: opportunities and challenges. PMID:29602312
Complexity of preoperative blood pressure dynamics: possible utility in cardiac surgical risk assessment. PMID:29564751
Automated Diagnosis of Coronary Artery Disease: A Review and Workflow. PMID:29507812
Potential Adverse Effects of Broad-Spectrum Antimicrobial Exposure in the Intensive Care Unit. PMID:29479546
Clinical information extraction applications: A literature review. PMID:29162496
Kinetic estimated glomerular filtration rate in critically ill patients: beyond the acute kidney injury severity classification system. PMID:29149864
Federated Tensor Factorization for Computational Phenotyping. PMID:29071165
Combination of static and temporal data analysis to predict mortality and readmission in the intensive care. PMID:29060424
Closing the Data Loop: An Integrated Open Access Analysis Platform for the MIMIC Database. PMID:28989936
Prognostic value of admission red blood cell distribution width in acute pancreatitis: a systematic review. PMID:28936436
Efficacy of standard dose unfractionated heparin for venous thromboembolism prophylaxis in morbidly obese and non-morbidly obese critically Ill patients. PMID:28828713
Machine learning landscapes and predictions for patient outcomes. PMID:28791144
Technical challenges related to implementation of a formula one real time data acquisition and analysis system in a paediatric intensive care unit. PMID:28752472
Embedding Open-domain Common-sense Knowledge from Text. PMID:28649676
WaveformECG: A Platform for Visualizing, Annotating, and Analyzing ECG Data. PMID:28642673
Estimating Patient's Health State Using Latent Structure Inferred from Clinical Time Series and Text. PMID:28630952
Phenotyping Hypotensive Patients in Critical Care Using Hospital Discharge Summaries. PMID:28630951
Psychiatric symptom recognition without labeled data using distributional representations of phrases and on-line knowledge. PMID:28624644
A hybrid approach to automatic de-identification of psychiatric notes. PMID:28602904
Automatic recognition of symptom severity from psychiatric evaluation records. PMID:28576748
Association between serum osmolarity and mortality in patients who are critically ill: a retrospective cohort study. PMID:28490564
The association between sodium fluctuations and mortality in surgical patients requiring intensive care. PMID:28347943
Management of Atrial Fibrillation with Rapid Ventricular Response in the Intensive Care Unit: A Secondary Analysis of Electronic Health Record Data. PMID:28328711
Quantifying the Mortality Impact of Do-Not-Resuscitate Orders in the ICU. PMID:28328651
Reusable Filtering Functions for Application in ICU data: a case study. PMID:28269881
Interpretable Topic Features for Post-ICU Mortality Prediction. PMID:28269879
Multi-view non-negative tensor factorization as relation learning in healthcare data. PMID:28269015
Patient Similarity in Prediction Models Based on Health Data: A Scoping Review. PMID:28258046
Automated early warning system for septic shock: the new way to achieve intensive care unit quality improvement? PMID:28164102
Patient-Specific Predictive Modeling Using Random Forests: An Observational Study for the Critically Ill. PMID:28096065
De-identification of patient notes with recurrent neural networks. PMID:28040687
A Model-Based Machine Learning Approach to Probing Autonomic Regulation From Nonstationary Vital-Sign Time Series. PMID:27959829
Toward a Robust Estimation of Respiratory Rate From Pulse Oximeters. PMID:27875128
Establishment and Validation of GV-SAPS II Scoring System for Non-Diabetic Critically Ill Patients. PMID:27824941
Reliable Collection of Real-Time Patient Physiologic Data from less Reliable Networks: a "Monitor of Monitors" System (MoMs). PMID:27817131
Patient Prognosis from Vital Sign Time Series: Combining Convolutional Neural Networks with a Dynamical Systems Approach. PMID:27790623
Hemodynamic Monitoring Using Switching Autoregressive Dynamics of Multivariate Vital Sign Time Series. PMID:27774489
Designing Reliable Cohorts of Cardiac Patients across MIMIC and eICU. PMID:27774488
A Visualization of Evolving Clinical Sentiment Using Vector Representations of Clinical Notes. PMID:27774487
Machine Learning and Decision Support in Critical Care. PMID:27765959
Assessing the Comorbidity Gap between Clinical Studies and Prevalence in Elderly Patient Populations. PMID:27738664
Quadratic function between arterial partial oxygen pressure and mortality risk in sepsis patients: an interaction with simplified acute physiology score. PMID:27734905
Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database. PMID:27707820
Discovering Related Clinical Concepts Using Large Amounts of Clinical Notes. PMID:27656096
GIST 2.0: A scalable multi-trait metric for quantifying population representativeness of individual clinical studies. PMID:27600407
Datathons and Software to Promote Reproducible Research. PMID:27558834
A long journey to short abbreviations: developing an open-source framework for clinical abbreviation recognition and disambiguation (CARD). PMID:27539197
icuARM-II: improving the reliability of personalized risk prediction in pediatric intensive care units. PMID:27532061
False alarm reduction in critical care. PMID:27454172
Use of Electronic Health Record Data to Evaluate the Impact of Race on 30-Day Mortality in Patients Admitted to the Intensive Care Unit. PMID:27324822
Lower mean corpuscular hemoglobin concentration is associated with poorer outcomes in intensive care unit admitted patients with acute myocardial infarction. PMID:27294086
Retrospective analysis of pulse oximeter alarm settings in an intensive care unit patient population. PMID:27274710
MIMIC-III, a freely accessible critical care database. PMID:27219127
ICU Pad Project: application of modern computer technology in pediatric postoperative cardiac intensive care. Pilot study. PMID:27212989
A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data. PMID:27182460
icuARM-An ICU Clinical Decision Support System Using Association Rule Mining. PMID:27170860
The organizational structure of an intensive care unit influences treatment of hypotension among critically ill patients: A retrospective cohort study. PMID:26975737
Automated Detection of Benzodiazepine Dosage in ICU Patients through a Computational Analysis of Electrocardiographic Data. PMID:26958308
Learning a Severity Score for Sepsis: A Novel Approach based on Clinical Comparisons. PMID:26958288
A Study of Neural Word Embeddings for Named Entity Recognition in Clinical Text. PMID:26958273
Mortality Prediction in ICUs Using A Novel Time-Slicing Cox Regression Method. PMID:26958269
Reproducing a Prospective Clinical Study as a Computational Retrospective Study in MIMIC-II. PMID:26958216
Scalable Predictive Analysis in Critically Ill Patients Using a Visual Open Data Analysis Platform. PMID:26731286
Classification of hospital acquired complications using temporal clinical information from a large electronic health record. PMID:26707449
Sodium modelling to reduce intradialytic hypotension during haemodialysis for acute kidney injury in the intensive care unit. PMID:26590371
From Pharmacovigilance to Clinical Care Optimization. PMID:26576325
Mortality Prediction Model of Septic Shock Patients Based on Routinely Recorded Data. PMID:26557154
VERTIcal Grid lOgistic regression (VERTIGO). PMID:26554428
Developing new predictive alarms based on ECG metrics for bradyasystolic cardiac arrest. PMID:26502065
Obesity, Acute Kidney Injury, and Mortality in Critical Illness. PMID:26496453
Learning probabilistic phenotypes from heterogeneous EHR data. PMID:26464024
Trending autoregulatory indices during treatment for traumatic brain injury. PMID:26446002
Real alerts and artifact classification in archived multi-signal vital sign monitoring data: implications for mining big data. PMID:26438655
Adaptive online monitoring for ICU patients by combining just-in-time learning and principal component analysis. PMID:26392184
Risk Prediction of One-Year Mortality in Patients with Cardiac Arrhythmias Using Random Survival Forest. PMID:26379761
Renal Outcomes in Critically Ill Patients Receiving Propofol or Midazolam. PMID:26342046
Data integration of structured and unstructured sources for assigning clinical codes to patient stays. PMID:26316458
ClinicalTime: Identification of Patients with Acute Kidney Injury using Temporal Abstractions and Temporal Pattern Matching. PMID:26306233
Importance of re-calibration time on pulse contour analysis agreement with thermodilution measurements of cardiac output: a retrospective analysis of intensive care unit patients. PMID:26285740
Big Data Analytics in Healthcare. PMID:26229957
Using information theory to identify redundancy in common laboratory tests in the intensive care unit. PMID:26227625
Robust detection of heart beats in multimodal data. PMID:26217894
Combining expert knowledge and knowledge automatically acquired from electronic data sources for continued ontology evaluation and improvement. PMID:26212414
Hypotension Risk Prediction via Sequential Contrast Patterns of ICU Blood Pressure. PMID:26168449
A mathematical model for predicting glucose levels in critically-ill patients: the PIGnOLI model. PMID:26082861
Personalized mortality prediction driven by electronic medical data and a patient similarity metric. PMID:25978419
Risk prediction for acute hypotensive patients by using gap constrained sequential contrast patterns. PMID:25954447
Predicting electrocardiogram and arterial blood pressure waveforms with different Echo State Network architectures. PMID:25954359
When do confounding by indication and inadequate risk adjustment bias critical care studies? A simulation study. PMID:25925165
State of the art review: the data revolution in critical care. PMID:25886756
Antipyretic therapy in critically ill patients with sepsis: an interaction with body temperature. PMID:25822614
Supporting the annotation of chronic obstructive pulmonary disease (COPD) phenotypes with text mining workflows. PMID:25789153
Information technology in critical care: review of monitoring and data acquisition systems for patient care and research. PMID:25734185
Increased incidence of diuretic use in critically ill obese patients. PMID:25721030
Preparing a New Generation of Clinicians for the Era of Big Data. PMID:25688383
False alarm reduction in BSN-based cardiac monitoring using signal quality and activity type information. PMID:25671512
Proton pump inhibitor use is not associated with cardiac arrhythmia in critically ill patients. PMID:25655574
Efficient Execution Methods of Pivoting for Bulk Extraction of Entity-Attribute-Value-Modeled Data. PMID:25608318
Increased serum bicarbonate in critically ill patients: a retrospective analysis. PMID:25600192
The association between the neutrophil-to-lymphocyte ratio and mortality in critical illness: an observational cohort study. PMID:25598149
Big data and clinical research: perspective from a clinician. PMID:25589956
Latent topic discovery of clinical concepts from hospital discharge summaries of a heterogeneous patient cohort. PMID:25570320
Proton pump inhibitors increase the risk for hospital-acquired Clostridium difficile infection in critically ill patients. PMID:25540023
Mortality prediction in intensive care units with the Super ICU Learner Algorithm (SICULA): a population-based study. PMID:25466337
Big data and clinical research: focusing on the area of critical care medicine in mainland China. PMID:25392827
AKI complications in critically ill patients: association with mortality rates and RRT. PMID:25376761
Seeing the forest through the trees: uncovering phenomic complexity through interactive network visualization. PMID:25336590
Unfolding Physiological State: Mortality Modelling in Intensive Care Units. PMID:25289175
Evaluating the state of the art in disorder recognition and normalization of the clinical narrative. PMID:25147248
What's so different about big data?. A primer for clinicians trained to think epidemiologically. PMID:25102315
Predictive value of lactate in unselected critically ill patients: an analysis using fractional polynomials. PMID:25093098
A data-driven approach to optimized medication dosing: a focus on heparin. PMID:25091788
A physiological time series dynamics-based approach to patient monitoring and outcome prediction. PMID:25014976
Association between fluid balance and survival in critically ill patients. PMID:24931482
N-gram support vector machines for scalable procedure and diagnosis classification, with applications to clinical free text data from the intensive care unit. PMID:24786209
Predictive value of ionized calcium in critically ill patients: an analysis of a large clinical database MIMIC II. PMID:24736693
The Association Between Admission Magnesium Concentrations and Lactic Acidosis in Critical Illness. PMID:24733810
A complementary graphical method for reducing and analyzing large data sets. Case studies demonstrating thresholds setting and selection. PMID:24727931
Trends in severity of illness on ICU admission and mortality among the elderly. PMID:24699251
Predicting In-Hospital Mortality of ICU Patients: The PhysioNet/Computing in Cardiology Challenge 2012. PMID:24678516
High vitamin B12 levels are not associated with increased mortality risk for ICU patients after adjusting for liver function: a cohort study. PMID:24665415
Developing predictive models using electronic medical records: challenges and pitfalls. PMID:24551396
Lessons learned in replicating data-driven experiments in multiple medical systems and patient populations. PMID:24551375
Identifying synonymy between SNOMED clinical terms of varying length using distributional analysis of electronic health records. PMID:24551362
A simple method to extract key maternal data from neonatal clinical notes. PMID:24551317
Blood pressure variability: can nonlinear dynamics enhance risk assessment during cardiovascular surgery? PMID:24508020
Word sense disambiguation in the clinical domain: a comparison of knowledge-rich and knowledge-poor unsupervised methods. PMID:24441986
Urine output on ICU entry is associated with hospital mortality in unselected critically ill patients. PMID:24424722
Combining structured and unstructured data to identify a cohort of ICU patients who received dialysis. PMID:24384230
A review of signals used in sleep analysis. PMID:24346125
Diagnosis code assignment: models and evaluation metrics. PMID:24296907
Tracking progression of patient state of health in critical care using inferred shared dynamics in physiological time series. PMID:24111374
Cross-domain targeted ontology subsets for annotation: the case of SNOMED CORE and RxNorm. PMID:24095962
Association of hypermagnesemia and blood pressure in the critically ill. PMID:24029865
Temporal phenome analysis of a large electronic health record cohort enables identification of hospital-acquired complications. PMID:23907284
Informatics for neurocritical care: challenges and opportunities. PMID:23884510
A Database-driven Decision Support System: Customized Mortality Prediction. PMID:23766893
Collective Experience: A Database-Fuelled, Inter-Disciplinary Team-Led Learning System. PMID:23766887
"Big data" in the intensive care unit. Closing the data loop. PMID:23725609
Pharmacovigilance: an active surveillance system to proactively identify risks for adverse events. PMID:23530466
Making ICU prognostication patient centered: is there a role for dynamic information? PMID:23528758
External phenome analysis enables a rational federated query strategy to detect changing rates of treatment-related complications associated with multiple myeloma. PMID:23515788
Dynamic data during hypotensive episode improves mortality predictions among patients with sepsis and hypotension. PMID:23385106
Using existing data to address important clinical questions in critical care. PMID:23328262
Proton-pump inhibitor use is associated with low serum magnesium concentrations. PMID:23325090
Phenome based analysis as a means for discovering context dependent clinical reference ranges. PMID:23304424
Risk stratification of ICU patients using topic models inferred from unstructured progress notes. PMID:23304322
Accessing the public MIMIC-II intensive care relational database for clinical research. PMID:23302652
Methods of blood pressure measurement in the ICU. PMID:23269127
Lower short- and long-term mortality associated with overweight and obesity in a large cohort study of adult intensive care unit patients. PMID:23249446
Privacy-preserving heterogeneous health data sharing. PMID:23242630
Empirical relationships among oliguria, creatinine, mortality, and renal replacement therapy in the critically ill. PMID:23223822
Signal quality estimation with multichannel adaptive filtering in intensive care settings. PMID:22717504
Interrogating a clinical database to study treatment of hypotension in the critically ill. PMID:22685222
Red cell distribution width improves the simplified acute physiology score for risk prediction in unselected critically ill patients. PMID:22607685
Standardizing clinical laboratory data for secondary use. PMID:22561944
MCORES: a system for noun phrase coreference resolution for clinical records. PMID:22419739
Open-access MIMIC-II database for intensive care research. PMID:22256274
Outcome of critically ill patients with acute kidney injury using the Acute Kidney Injury Network criteria. PMID:21765352
Multimodal monitoring and neurocritical care bioinformatics. PMID:21750522

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metasource: Fairsharing.org
version: FAIRsharing.org: MIMIC-III; Medical Information Mart for Intensive Care III; DOI: https://doi.org/10.25504/FAIRsharing.pqnhpj; Last edited: July 7, 2021, 8:36 a.m.; Last accessed: Jan 03 2022 7:08 p.m.

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SICSAG Episodes (Scottish Intensive Care Audit Group)

SICSAG Daily (Scottish Intensive Care Audit Group)

Hospital Episode Statistics Critical Care

MIMIC-CXR

Intensive Care National Audit and Research Centre (ICNC)

CPRD GOLD ICNARC

CPRD Aurum ICNARC

HES Critical Care data for QResearch

Paediatric Intensive Care Audit Network - core dataset (admission)

ICNARC - Intensive Care National Audit and Research Centre for QResearch

NHS Lothian Critical Care

Intensive Care National Audit and Research Centre (ICCD) - Weekly Covid-only

Paediatric Intensive Care Audit Network - core dataset (transport)

Paediatric Intensive Care Audit Network - customised data collection

PhysioNet

Paediatric Intensive Care Audit Network - core dataset (referral)

Unscheduled Care Data Mart

PlasmID

Critical Care Dataset (CCDS)

UHB 2020 Winter Society of Acute Medicine Benchmarking Audit