{"id":"W4401610634","doi":"10.2196/58753","title":"Enhancing Medical Interview Skills Through AI-Simulated Patient Interactions: Nonrandomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Randomized controlled trial; Psychology; Medical education; Applied psychology; Medicine; Computer science; World Wide Web; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008504046,0.002262374,0.00453591,0.0009533731,0.001379324,0.001254237,0.001911565,0.003500843,0.006776831],"category_scores_gemma":[0.008837179,0.001230061,0.001928836,0.0009991161,0.002684318,0.001561487,0.001010037,0.002327753,0.001061133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001514906,"about_ca_system_score_gemma":0.004367082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001519358,"about_ca_topic_score_gemma":0.002216685,"domain_scores_codex":[0.9931872,0.004228192,0.0006343909,0.0008946939,0.0005356033,0.0005199795],"domain_scores_gemma":[0.9938088,0.00228167,0.001361233,0.0007126853,0.0006978843,0.001137674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8984428,0.08642636,0.001551176,0.001230934,0.000967174,0.00004817013,0.0002181955,0.0002547755,0.001180055,0.0001148065,0.0003751075,0.009190415],"study_design_scores_gemma":[0.7275372,0.2688307,0.0017581,0.00007213523,0.00049524,0.00001170854,0.00007723866,0.0004019047,0.0003234835,0.0001109021,0.0003642732,0.00001704616],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224711,0.002220276,0.001846805,0.000440892,0.0009271414,0.07036144,0.0005309879,0.000137192,0.001064148],"genre_scores_gemma":[0.8838916,0.001463865,0.006554944,0.0008181418,0.0005604728,0.1045339,0.0003522625,0.00001632989,0.001808575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008504046,"threshold_uncertainty_score":0.04497427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946820282441439,"score_gpt":0.4358038825123732,"score_spread":0.4163356796879588,"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."}}