{"url":"/dataset/hirid","name":"HiRID","full_name":null,"description_markdown":"HiRID is a freely accessible critical care dataset containing data relating to almost 34 thousand patient admissions to the Department of Intensive Care Medicine of the Bern University Hospital, Switzerland (ICU), an interdisciplinary 60-bed unit admitting >6,500 patients per year. The ICU offers the full range of modern interdisciplinary intensive care medicine for adult patients. The dataset was developed in cooperation between the Swiss Federal Institute of Technology (ETH) Zürich, Switzerland and the ICU.\r\n\r\nThe dataset contains de-identified demographic information and a total of 681 routinely collected physiological variables, diagnostic test results and treatment parameters from almost 34 thousand admissions during the period from January 2008 to June 2016. Data is stored with a uniquely high time resolution of one entry every two minutes.","description_withheld":null,"homepage":"https://physionet.org/content/hirid/1.1.1/","introduced_date":"2021-02-18","introduced_date_note":null,"introduced_by":null,"license":{"name":"PhysioNet Credentialed Health Data License 1.5.0","url":"https://physionet.org/content/hirid/view-license/1.1.1/"},"modalities":[{"name":"Medical","url":"/datasets/modality/medical"},{"name":"Time series","url":"/datasets/modality/time-series"}],"tasks":[{"name":"ICU Mortality","url":"/task/icu-mortality","datasets_with_task":"/datasets/task/icu-mortality"},{"name":"Patient Phenotyping","url":"/task/patient-phenotyping","datasets_with_task":"/datasets/task/patient-phenotyping"},{"name":"Circulatory Failure","url":"/task/circulatory-failure","datasets_with_task":"/datasets/task/circulatory-failure"},{"name":"Respiratory Failure","url":"/task/respiratory-failure","datasets_with_task":"/datasets/task/respiratory-failure"},{"name":"Kidney Function","url":"/task/kidney-function","datasets_with_task":"/datasets/task/kidney-function"},{"name":"Remaining Length of Stay","url":"/task/remaining-length-of-stay","datasets_with_task":"/datasets/task/remaining-length-of-stay"}],"languages":[],"variants":["HiRID"],"data_loaders":[{"repo":"https://github.com/ratschlab/HIRID-ICU-Benchmark","url":"https://hirid.intensivecare.ai/HiRID-High-resolution-intensive-care-dataset-9834a14b9b894b7d8365f1301a13afaa","frameworks":["tf"]}],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/circulatory-failure-on-hirid","task":"Circulatory Failure","dataset_variant":"HiRID","rows":8,"metrics":["AUPRC","Recall@50"],"first_row_in_archive_order":{"model":"Temporal Label Smoothing","paper":"/paper/temporal-label-smoothing-for-early-prediction","metrics":{"AUPRC":"0.406±0.003","Recall@50":"32.3"},"code_links":[{"title":"ratschlab/tls","url":"https://github.com/ratschlab/tls"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/respiratory-failure-on-hirid","task":"Respiratory Failure","dataset_variant":"HiRID","rows":8,"metrics":["AUPRC","Recall@50"],"first_row_in_archive_order":{"model":"Temporal Label Smoothing","paper":"/paper/temporal-label-smoothing-for-early-prediction","metrics":{"AUPRC":"0.604±0.002","Recall@50":"77.0"},"code_links":[{"title":"ratschlab/tls","url":"https://github.com/ratschlab/tls"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/icu-mortality-on-hirid","task":"ICU Mortality","dataset_variant":"HiRID","rows":7,"metrics":["AUPRC"],"first_row_in_archive_order":{"model":"LGBM ( + hand crafted features)","paper":"/paper/hirid-icu-benchmark-a-comprehensive-machine","metrics":{"AUPRC":"0.626±0.000"},"code_links":[{"title":"ratschlab/HIRID-ICU-Benchmark","url":"https://github.com/ratschlab/HIRID-ICU-Benchmark"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/patient-phenotyping-on-hirid","task":"Patient Phenotyping","dataset_variant":"HiRID","rows":7,"metrics":["Balanced Accuracy"],"first_row_in_archive_order":{"model":"LGBM ( + hand crafted features)","paper":"/paper/hirid-icu-benchmark-a-comprehensive-machine","metrics":{"Balanced Accuracy":"45.8±2.0"},"code_links":[{"title":"ratschlab/HIRID-ICU-Benchmark","url":"https://github.com/ratschlab/HIRID-ICU-Benchmark"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/kidney-function-on-hirid","task":"Kidney Function","dataset_variant":"HiRID","rows":6,"metrics":["MAE"],"first_row_in_archive_order":{"model":"LGBM ( + hand crafted features)","paper":"/paper/hirid-icu-benchmark-a-comprehensive-machine","metrics":{"MAE":"0.45±0.00"},"code_links":[{"title":"ratschlab/HIRID-ICU-Benchmark","url":"https://github.com/ratschlab/HIRID-ICU-Benchmark"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/remaining-length-of-stay-on-hirid","task":"Remaining Length of Stay","dataset_variant":"HiRID","rows":6,"metrics":["MAE"],"first_row_in_archive_order":{"model":"LGBM","paper":"/paper/hirid-icu-benchmark-a-comprehensive-machine","metrics":{"MAE":"56.9±0.4"},"code_links":[{"title":"ratschlab/HIRID-ICU-Benchmark","url":"https://github.com/ratschlab/HIRID-ICU-Benchmark"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/temporal-label-smoothing-for-early-prediction","title":"Temporal Label Smoothing for Early Event Prediction","date":"2022-08-29","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":9,"samples_ran":2,"samples_unverified":7,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/hirid-icu-benchmark-a-comprehensive-machine","title":"HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data","date":"2021-11-16","rows_on_this_dataset":40,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":8,"samples_ran":4,"samples_unverified":4,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":17,"samples_ran":6,"samples_unverified":11,"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."}