Datasets › HiRID
HiRID
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.
The 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.
Benchmarks archive 2025-07-28
All 6 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Circulatory Failure | HiRID | Temporal Label Smoothing AUPRC 0.406±0.003 | Temporal Label Smoothing for Early Event Prediction | ratschlab/tls | 8 | Compare |
| Respiratory Failure | HiRID | Temporal Label Smoothing AUPRC 0.604±0.002 | Temporal Label Smoothing for Early Event Prediction | ratschlab/tls | 8 | Compare |
| ICU Mortality | HiRID | LGBM ( + hand crafted features) AUPRC 0.626±0.000 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning... | ratschlab/HIRID-ICU-Benchmark | 7 | Compare |
| Patient Phenotyping | HiRID | LGBM ( + hand crafted features) Balanced Accuracy 45.8±2.0 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning... | ratschlab/HIRID-ICU-Benchmark | 7 | Compare |
| Kidney Function | HiRID | LGBM ( + hand crafted features) MAE 0.45±0.00 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning... | ratschlab/HIRID-ICU-Benchmark | 6 | Compare |
| Remaining Length of Stay | HiRID | LGBM MAE 56.9±0.4 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning... | ratschlab/HIRID-ICU-Benchmark | 6 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 3. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Temporal Label Smoothing for Early Event Prediction | 1 | 2 | 29 Aug 2022 | ran 2 of 9 samples (7 unverified) |
| HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | 1 | 40 | 16 Nov 2021 | ran 4 of 8 samples (4 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
PhysioNet Credentialed Health Data License 1.5.0
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- HiRID
1 variant name, as the archive lists them.
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