Author

Ahram Han

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#artificial intelligence Review Oct 2026

M4Bench: Evaluating Procedural Specification for Clinical EHR Derivation Agents

Clinical research over electronic health records depends on derived variables whose definitions sit outside the schema, in item codes, time windows, missingness rules, and output-grain choices that change cohorts and downstream conclusions. We introduce M4Bench, 28 clinical derivation tasks across 15 task families on M...

H. Ill, Rafi Al Attrach, Rajna Fani et al. · 0 citations

Review Open access Oct 2026

MIMIC-IV-Echo: An Echocardiography Dataset Integrated with the MIMIC-IV Ecosystem

MIMIC-IV-Echo is a publicly available dataset of echocardiographic imaging and structured quantitative measurements linked to the MIMIC-IV clinical database. The module includes more than 7,000 transthoracic echocardiogram studies in DICOM format acquired between 2017 and 2019, accompanied by over 200,000 structured...

B. Gow, Ahram Han, N. Greenbaum et al. · Scientific Data · 0 citations