MIMIC-III

The Medical Information Mart for Intensive Care III

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The Medical Information Mart for Intensive Care III (MIMIC-III) dataset is a large, de-identified and publicly-available collection of medical records. Each record in the dataset includes ICD-9 codes, which identify diagnoses and procedures performed. Each code is partitioned into sub-codes, which often include specific circumstantial details. The dataset consists of 112,000 clinical reports records (average length 709.3 tokens) and 1,159 top-level ICD-9 codes. Each report is assigned to 7.6 codes, on average. Data includes vital signs, medications, laboratory measurements, observations and notes charted by care providers, fluid balance, procedure codes, diagnostic codes, imaging reports, hospital length of stay, survival data, and more. The database supports applications including academic and industrial research, quality improvement initiatives, and higher education coursework. Source: MIT Laboratory for Computational Biology

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벤치마크

Mortality Prediction on MIMIC-III 결과 39개

Medical Code Prediction on MIMIC-III 결과 36개

Blood pressure estimation on MIMIC-III 결과 20개

Multivariate Time Series Forecasting on MIMIC-III 결과 15개

Multi-Label Text Classification on MIMIC-III 결과 9개

Length-of-Stay prediction on MIMIC-III 결과 5개

Multi-Label Classification Of Biomedical Texts on MIMIC-III 결과 2개