{"id":"W4416837703","doi":"10.2196/81271","title":"Large Language Model–Based Patient Simulation to Foster Communication Skills in Health Care Professionals: User-Centered Development and Usability Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"USable; Usability; Psychosocial; Health care; Test (biology); Foundation (evidence); Communication skills","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":[0.01152018,0.0008321104,0.0005475429,0.0009171313,0.0004609395,0.001606669,0.001373042,0.0007835422,0.001676971],"category_scores_gemma":[0.03078966,0.0005119689,0.0008536604,0.0004423513,0.0006948691,0.001434005,0.001680871,0.0007303426,0.0003420483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008649716,"about_ca_system_score_gemma":0.001039466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000880282,"about_ca_topic_score_gemma":0.0009177222,"domain_scores_codex":[0.9937959,0.00450441,0.000476053,0.0004073433,0.0006182143,0.0001981612],"domain_scores_gemma":[0.9598501,0.03275587,0.0008812754,0.002653059,0.003107216,0.0007524072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005263336,0.02364402,0.09464893,0.006003224,0.000825232,0.004645537,0.1045539,0.08809201,0.1127667,0.005848468,0.009335978,0.5443728],"study_design_scores_gemma":[0.003276418,0.03994023,0.1018,0.002562922,0.001546481,0.005909138,0.02586757,0.6048445,0.1400323,0.005599237,0.0676001,0.00102114],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544885,0.00009665005,0.04144662,0.0001482083,0.00002540848,0.001257504,0.0001259975,0.001054644,0.001356509],"genre_scores_gemma":[0.8833017,0.0001866361,0.11312,0.0001625548,0.00001507479,0.001416579,0.0005040014,0.0003053181,0.0009880877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01152018,"threshold_uncertainty_score":0.06092525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450537066376085,"score_gpt":0.4568602584477301,"score_spread":0.4323548877839692,"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."}}