遇见数据集

CIRCA: Clinical Intent Representation, Cross-corpus Annotations

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Zenodo2026-09-30 更新2026-10-01 收录
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CIRCA is a dataset of clinical intents annotated in the Clinical Intent Representation (CIR), harmonized across five heterogeneous source corpora (CLIP, MedDec, ap_parsing, PaniniQA, and SIMORD/ACI-Bench). Version 2 contains 19,758 CIR records (19,503 intents plus 255 human-rejected hard negatives) over 1,170 notes (1,168 with at least one intent), each with 11 content fields, including two novel axes, request_intent (clinical authority, adapted from FHIR R4 RequestIntent) and modality (clinical strength, a CIR axis with no RequestIntent equivalent). Every record carries a provenance tier: human_gold (2,145; human-reviewed and confirmed, reviewer corrections applied), human_rejected (255; reviewed, not a prospective intent), model_agreement (3,314; all three annotation models agreed), and unreviewed (14,044; models disagreed, outside the reviewed sample). This deposit publishes annotations, value mappings, benchmark files (splits, span set, span-level model predictions, second-annotator labels, exhaustive gold), and reconstruction and evaluation code. It contains no MIMIC-III note text other than short normalized target concept labels; the public ACI-Bench notes are included. MIMIC-III-derived annotations are released as stand-off records (character offsets plus SHA-256) and are rebuilt from a user's own PhysioNet-credentialed MIMIC-III copy using the included hydrator and KART mappings; the ACI-Bench layer (public, simulated; text CC BY 4.0, SIMORD source labels CDLA-Permissive-2.0) is complete. See README.md for the reconstruction procedure and the data-provenance and compliance statement.

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Zenodo
创建时间:
2026-09-30
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