TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Datasets/MIMIC-IV

MIMIC-IV

MedicalTabularPhysioNet Credentialed Health Data License 1.5.0Introduced 2022-08-13

Retrospectively collected medical data has the opportunity to improve patient care through knowledge discovery and algorithm development. Broad reuse of medical data is desirable for the greatest public good, but data sharing must be done in a manner which protects patient privacy.

The Medical Information Mart for Intensive Care (MIMIC)-III database provided critical care data for over 40,000 patients admitted to intensive care units at the Beth Israel Deaconess Medical Center (BIDMC). Importantly, MIMIC-III was deidentified, and patient identifiers were removed according to the Health Insurance Portability and Accountability Act (HIPAA) Safe Harbor provision. MIMIC-III has been integral in driving large amounts of research in clinical informatics, epidemiology, and machine learning. Here we present MIMIC-IV, an update to MIMIC-III, which incorporates contemporary data and improves on numerous aspects of MIMIC-III. MIMIC-IV adopts a modular approach to data organization, highlighting data provenance and facilitating both individual and combined use of disparate data sources. MIMIC-IV is intended to carry on the success of MIMIC-III and support a broad set of applications within healthcare.

Related Benchmarks

MIMIC-IV ICD-10/Medical Code Prediction/AUC MacroMIMIC-IV ICD-10/Medical Code Prediction/AUC MicroMIMIC-IV ICD-10/Medical Code Prediction/Exact Match RatioMIMIC-IV ICD-10/Medical Code Prediction/F1 MacroMIMIC-IV ICD-10/Medical Code Prediction/F1 MicroMIMIC-IV ICD-10/Medical Code Prediction/Precision@15MIMIC-IV ICD-10/Medical Code Prediction/Precision@8MIMIC-IV ICD-10/Medical Code Prediction/R-PrecMIMIC-IV ICD-10/Medical Code Prediction/mAPMIMIC-IV ICD-10/Multi-Label Classification/AUC MacroMIMIC-IV ICD-10/Multi-Label Classification/AUC MicroMIMIC-IV ICD-10/Multi-Label Classification/Exact Match RatioMIMIC-IV ICD-10/Multi-Label Classification/F1 MacroMIMIC-IV ICD-10/Multi-Label Classification/F1 MicroMIMIC-IV ICD-10/Multi-Label Classification/Precision@15MIMIC-IV ICD-10/Multi-Label Classification/Precision@8MIMIC-IV ICD-10/Multi-Label Classification/R-PrecMIMIC-IV ICD-10/Multi-Label Classification/mAPMIMIC-IV ICD-9/Medical Code Prediction/AUC MacroMIMIC-IV ICD-9/Medical Code Prediction/AUC MicroMIMIC-IV ICD-9/Medical Code Prediction/Exact Match RatioMIMIC-IV ICD-9/Medical Code Prediction/F1 MacroMIMIC-IV ICD-9/Medical Code Prediction/F1 MicroMIMIC-IV ICD-9/Medical Code Prediction/Precision@15MIMIC-IV ICD-9/Medical Code Prediction/Precision@8MIMIC-IV ICD-9/Medical Code Prediction/R-PrecMIMIC-IV ICD-9/Medical Code Prediction/mAPMIMIC-IV ICD-9/Multi-Label Classification/AUC MacroMIMIC-IV ICD-9/Multi-Label Classification/AUC MicroMIMIC-IV ICD-9/Multi-Label Classification/Exact Match RatioMIMIC-IV ICD-9/Multi-Label Classification/F1 MacroMIMIC-IV ICD-9/Multi-Label Classification/F1 MicroMIMIC-IV ICD-9/Multi-Label Classification/Precision@15MIMIC-IV ICD-9/Multi-Label Classification/Precision@8MIMIC-IV ICD-9/Multi-Label Classification/R-PrecMIMIC-IV ICD-9/Multi-Label Classification/mAPMIMIC-IV-ICD-10-full/Medical Code Prediction/Macro-AUCMIMIC-IV-ICD-10-full/Medical Code Prediction/Macro-F1MIMIC-IV-ICD-10-full/Medical Code Prediction/Micro-AUCMIMIC-IV-ICD-10-full/Medical Code Prediction/Micro-F1MIMIC-IV-ICD-10-full/Medical Code Prediction/Precision@8MIMIC-IV-ICD-10-full/Multi-Label Classification/Macro-AUCMIMIC-IV-ICD-10-full/Multi-Label Classification/Macro-F1MIMIC-IV-ICD-10-full/Multi-Label Classification/Micro-AUCMIMIC-IV-ICD-10-full/Multi-Label Classification/Micro-F1MIMIC-IV-ICD-10-full/Multi-Label Classification/Precision@8MIMIC-IV-ICD10-top50/Medical Code Prediction/AUC (Macro)MIMIC-IV-ICD10-top50/Medical Code Prediction/AUC (Micro)MIMIC-IV-ICD10-top50/Medical Code Prediction/F1 (macro)MIMIC-IV-ICD10-top50/Medical Code Prediction/F1 (micro)MIMIC-IV-ICD10-top50/Medical Code Prediction/Precision@5MIMIC-IV-ICD10-top50/Multi-Label Classification/AUC (Macro)MIMIC-IV-ICD10-top50/Multi-Label Classification/AUC (Micro)MIMIC-IV-ICD10-top50/Multi-Label Classification/F1 (macro)MIMIC-IV-ICD10-top50/Multi-Label Classification/F1 (micro)MIMIC-IV-ICD10-top50/Multi-Label Classification/Precision@5MIMIC-IV-ICD9-full/Medical Code Prediction/F1 MacroMIMIC-IV-ICD9-full/Medical Code Prediction/F1 MicroMIMIC-IV-ICD9-full/Medical Code Prediction/Macro AUCMIMIC-IV-ICD9-full/Medical Code Prediction/Micro AUCMIMIC-IV-ICD9-full/Medical Code Prediction/Precision@8MIMIC-IV-ICD9-full/Multi-Label Classification/F1 MacroMIMIC-IV-ICD9-full/Multi-Label Classification/F1 MicroMIMIC-IV-ICD9-full/Multi-Label Classification/Macro AUCMIMIC-IV-ICD9-full/Multi-Label Classification/Micro AUCMIMIC-IV-ICD9-full/Multi-Label Classification/Precision@8MIMIC-IV-ICD9-top50/Medical Code Prediction/AUC MacroMIMIC-IV-ICD9-top50/Medical Code Prediction/AUC MicroMIMIC-IV-ICD9-top50/Medical Code Prediction/F1 MacroMIMIC-IV-ICD9-top50/Medical Code Prediction/F1 MicroMIMIC-IV-ICD9-top50/Medical Code Prediction/Precision @5MIMIC-IV-ICD9-top50/Multi-Label Classification/AUC MacroMIMIC-IV-ICD9-top50/Multi-Label Classification/AUC MicroMIMIC-IV-ICD9-top50/Multi-Label Classification/F1 MacroMIMIC-IV-ICD9-top50/Multi-Label Classification/F1 MicroMIMIC-IV-ICD9-top50/Multi-Label Classification/Precision @5

Statistics

Papers
22
Benchmarks
0

Links

Homepage