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Clinical Admission Notes from MIMIC-III

Introduced by Aken et al. in Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration

This dataset is created from MIMIC-III (Medical Information Mart for Intensive Care III) and contains simulated patient admission notes. The clinical notes contain information about a patient at admission time to the ICU and are labelled for four outcome prediction tasks: Diagnoses at discharge, procedures performed, in-hospital mortality and length-of-stay.

To obtain the data one first has to gain access to the MIMIC-III dataset and then run the scripts introduced in the linked repository.

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Benchmarks

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Task	Dataset Variant	Best Model
Mortality Prediction	Clinical Admission Notes from MIMIC-III	CORe
Length-of-Stay prediction	Clinical Admission Notes from MIMIC-III	CORe
Medical Procedure	Clinical Admission Notes from MIMIC-III	CORe
Medical Diagnosis	Clinical Admission Notes from MIMIC-III	CORe