{"id":"W4409430890","doi":"10.2196/65481","title":"AI-Powered Drug Classification and Indication Mapping for Pharmacoepidemiologic Studies: Prompt Development and Validation","year":2025,"lang":"en","type":"article","venue":"JMIR AI","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0960719,0.00140936,0.00121,0.003613746,0.0008371374,0.003177656,0.001769139,0.001505131,0.004761398],"category_scores_gemma":[0.2510259,0.0006105123,0.001253931,0.002119823,0.001416531,0.004098518,0.003533152,0.002633892,0.002548289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002226603,"about_ca_system_score_gemma":0.007919908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002678597,"about_ca_topic_score_gemma":0.002358551,"domain_scores_codex":[0.9719478,0.02064604,0.002147184,0.001779348,0.003087459,0.0003922107],"domain_scores_gemma":[0.7334935,0.2056638,0.01034031,0.0195222,0.02846854,0.00251166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003391498,0.001712445,0.1138842,0.004097212,0.0004126643,0.0003955322,0.002224835,0.0440986,0.01176318,0.02006924,0.02925015,0.7687004],"study_design_scores_gemma":[0.001804793,0.004066752,0.04396472,0.002047427,0.0005543662,0.0008000725,0.00266722,0.7382117,0.04395998,0.08868788,0.07299604,0.0002390462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09485007,0.001241105,0.8638728,0.005563004,0.0003519966,0.006888592,0.007176157,0.01578036,0.004275937],"genre_scores_gemma":[0.2486606,0.0005784635,0.7385209,0.001410864,0.0001540458,0.004165153,0.005646091,0.0002065788,0.0006572948],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0960719,"threshold_uncertainty_score":0.5080829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09121621506466121,"score_gpt":0.4358894887411843,"score_spread":0.3446732736765231,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}