Author

Hyung-Chul Lee

3 papers indexed here

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Review Open access Oct 2026

AI-assisted scoping review of code sharing in clinical prediction model research.

Clinical prediction models are increasingly deployed to support diagnostic and prognostic decisions, making reproducibility essential for assessing their reliability and generalizability. Analytical code supports independent assessment of these processes, yet its availability in the literature remains limited. This sco...

Thomas Sounack, Raffaele Giancotti, Catherine A. Gao et al. · Nature Medicine · 0 citations

Open access Oct 2026

Development and Validation of Human-AI Collaborative Workflow in SNOMED CT Mapping of Bilingual Clinical Text

Systematized Nomenclature of Medicine–Clinical Terminology (SNOMED CT) is the principal international standard for semantic interoperability of clinical information, but mapping free-text clinical narratives to SNOMED CT concepts remains labor-intensive. We developed a large language model agent system for mapping bili...

H. Lee, Seon-Ah Choi, Duyeon Kim et al. · Journal of medical systems · 0 citations

#reinforcement learning Open access Oct 2026

Development and validation of VentPilot: an AI-based recommendation system for mechanical ventilation

Mechanical ventilation requires repeated adjustment to changing patient physiology, but consistent individualized management remains challenging. We developed VentPilot, an artificial intelligence–based system for recommending ventilator settings, and evaluated it in multicenter retrospective validation cohorts. VentPi...

H. Lee, Ga-On An, Yeonwoo Jeong et al. · Journal of Intensive Care · 0 citations