Characterizing Treatment-Context Medication Evidence Across Clinic Notes and Structured EHR Medication History

arXiv:2608.01570 · cs.CL · Submitted 2026-08-03 · Read on arXiv

Mingyang Jiang, Congning Ni, Weixin Liu, Zhijun Yin

cs.CL

Submitted: 2026-08-03

Comments: 9 pages, 3 figures. Submitted to IEEE BIBM 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Ontology — 13× in this paper · explained in 2 episodes
Calibration — 9× in this paper · explained in 9 episodes
Benchmark — 4× in this paper · explained in 2 episodes
Grounding — 3× in this paper · explained in 3 episodes
Ablation — 2× in this paper · explained in 1 episode
Observational Medical Outcomes Partnership — 2× in this paper
World Health Organization — 2× in this paper
Anatomical Therapeutic Chemical — 1× in this paper
Consistency — 1× in this paper · explained in 3 episodes
Core — 1× in this paper · explained in 2 episodes
F1 Score — 1× in this paper · explained in 4 episodes
Hallucination — 1× in this paper · explained in 4 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Language Models (LLMs) — 1× in this paper · explained in 2 episodes
Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 9 episodes
Ontology Alignment — 1× in this paper · explained in 2 episodes
Provenance — 1× in this paper · explained in 5 episodes
Veterans Affairs — 1× in this paper

Sources

Qwen2.5 Technical Report

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