Patient Phenotyping

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (15 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Benchmarking machine learning models on multi-centre eICU critical care dataset
  2 Oct 2019 2 repositories listed
  This is the first public benchmark on a multi-centre critical care dataset, comparing the performance of clinical gold standard with our predictive model.
• Discovering multiple antibiotic resistance phenotypes using diverse top-k subgroup list discovery
  26 Jun 2025 1 repository listed
  The discovery of multiple patient phenotypes for the same medical phenomenon would be useful in such cases.
• POPDx: An Automated Framework for Patient Phenotyping across 392,246 Individuals in the UK Biobank Study
  23 Aug 2022 1 repository listed
  We describe a method for phenotype recognition that imputes phenotype codes for all UK Biobank participants.
• A methodology based on Trace-based clustering for patient phenotyping
  28 Nov 2021 1 repository listed
  Methods: We propose a new unsupervised machine learning technique, denominated as Trace-based clustering, and a 5-step methodology in order to support clinicians when identifying patient phenotypes.
• HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
  16 Nov 2021 1 repository listed Syntology ran 4 of 8 samples · 4 unverified
  The recent success of machine learning methods applied to time series collected from Intensive Care Units (ICU) exposes the lack of standardized machine learning benchmarks for developing and comparing such methods.
• Temporal Phenotyping using Deep Predictive Clustering of Disease Progression
  15 Jun 2020 1 repository listed
  In this paper, we develop a deep learning approach for clustering time-series data, where each cluster comprises patients who share similar future outcomes of interest (e.
• Visualization of Emergency Department Clinical Data for Interpretable Patient Phenotyping
  5 Jul 2019 1 repository listed
  In the five chief complaints, we find between 2 and 6 clusters, with the peak mean pairwise ARI between subsequent training iterations to range from 0.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.