Phenotype classification

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

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

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

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (13 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.

• Multitask learning and benchmarking with clinical time series data
  22 Mar 2017 11 repositories listed Syntology ran 4 of 40 samples · 36 unverified · 5 pointer-only (licence)
  Health care is one of the most exciting frontiers in data mining and machine learning.
• Merlin: A Vision Language Foundation Model for 3D Computed Tomography
  10 Jun 2024 2 repositories listed Syntology ran 1 of 9 samples · 8 unverified
  However, current medical VLMs are generally limited to 2D images and short reports, and do not leverage electronic health record (EHR) data for supervision.
• TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Data
  14 Jun 2024 1 repository listed
  In this work, we introduce TACCO, a novel framework that jointly discovers clusters of clinical concepts and patient visits based on a hypergraph modeling of EHR data.
• MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images
  14 Jul 2022 1 repository listed
  Multi-modal fusion approaches aim to integrate information from different data sources.
• Enriching Unsupervised User Embedding via Medical Concepts
  20 Mar 2022 1 repository listed
  Clinical notes in Electronic Health Records (EHR) present rich documented information of patients to inference phenotype for disease diagnosis and study patient characteristics for cohort selection.
• Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series data
  17 Jun 2019 1 repository listed
  Health care is one of the most exciting frontiers in data mining and machine learning.

Syntology lines on 2 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.