{"url":"/dataset/hospital-admission-notes-from-mimic-iii","name":"Clinical Admission Notes from MIMIC-III","full_name":null,"description_markdown":"This dataset is created from **MIMIC-III** ([Medical Information Mart for Intensive Care III](https://paperswithcode.com/dataset/mimic-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.\r\n\r\nTo obtain the data one first has to [gain access](https://mimic.physionet.org/gettingstarted/access/) to the MIMIC-III dataset and then run the scripts introduced in the linked repository.","description_withheld":null,"homepage":"https://github.com/bvanaken/clinical-outcome-prediction","introduced_date":"2021-02-08","introduced_date_note":null,"introduced_by":{"paper":"/paper/clinical-outcome-prediction-from-admission","title":"Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration","first_author":"Betty van Aken","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Medical Diagnosis","url":"/task/medical-diagnosis","datasets_with_task":"/datasets/task/medical-diagnosis"},{"name":"Mortality Prediction","url":"/task/mortality-prediction","datasets_with_task":"/datasets/task/mortality-prediction"},{"name":"Length-of-Stay prediction","url":"/task/length-of-stay-prediction","datasets_with_task":"/datasets/task/length-of-stay-prediction"},{"name":"Medical Procedure","url":"/task/medical-procedure","datasets_with_task":"/datasets/task/medical-procedure"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Clinical Admission Notes from MIMIC-III"],"data_loaders":[{"repo":"https://github.com/bvanaken/clinical-outcome-prediction","url":"https://github.com/bvanaken/clinical-outcome-prediction","frameworks":[]}],"num_papers_in_archive":2,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/length-of-stay-prediction-on-clinical","task":"Length-of-Stay prediction","dataset_variant":"Clinical Admission Notes from MIMIC-III","rows":3,"metrics":["AUROC"],"first_row_in_archive_order":{"model":"CORe","paper":"/paper/clinical-outcome-prediction-from-admission","metrics":{"AUROC":"72.53"},"code_links":[{"title":"bvanaken/clinical-outcome-prediction","url":"https://github.com/bvanaken/clinical-outcome-prediction"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/medical-procedure-on-clinical-admission-notes","task":"Medical Procedure","dataset_variant":"Clinical Admission Notes from MIMIC-III","rows":3,"metrics":["AUROC"],"first_row_in_archive_order":{"model":"CORe","paper":"/paper/clinical-outcome-prediction-from-admission","metrics":{"AUROC":"88.37"},"code_links":[{"title":"bvanaken/clinical-outcome-prediction","url":"https://github.com/bvanaken/clinical-outcome-prediction"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/mortality-prediction-on-clinical-admission","task":"Mortality Prediction","dataset_variant":"Clinical Admission Notes from MIMIC-III","rows":3,"metrics":["AUROC"],"first_row_in_archive_order":{"model":"CORe","paper":"/paper/clinical-outcome-prediction-from-admission","metrics":{"AUROC":"84.04"},"code_links":[{"title":"bvanaken/clinical-outcome-prediction","url":"https://github.com/bvanaken/clinical-outcome-prediction"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/medical-diagnosis-on-clinical-admission-notes","task":"Medical Diagnosis","dataset_variant":"Clinical Admission Notes from MIMIC-III","rows":2,"metrics":["AUROC"],"first_row_in_archive_order":{"model":"CORe","paper":"/paper/clinical-outcome-prediction-from-admission","metrics":{"AUROC":"83.54"},"code_links":[{"title":"bvanaken/clinical-outcome-prediction","url":"https://github.com/bvanaken/clinical-outcome-prediction"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/clinical-outcome-prediction-from-admission","title":"Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration","date":"2021-02-08","rows_on_this_dataset":11,"code_links":1,"syntology":{"read_at":"2026-09-25T09:33:49+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-25T09:33:49+00:00","papers_with_samples":1,"samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}