{"id":"W2788767687","doi":"10.2196/jmir.7548","title":"Impact of a Student-Driven, Virtual Patient Application on Objective Structured Clinical Examination Performance: Observational Study","year":2018,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Summative assessment; Objective structured clinical examination; Medical education; Observational study; Educational measurement; Virtual patient; Formative assessment; Psychology; Clinical clerkship; Peer feedback; Computer science; Medicine; Mathematics education; Curriculum; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003103136,0.0003896293,0.0004114482,0.0009037274,0.000569483,0.0007264581,0.0004486412,0.0006405294,0.001324334],"category_scores_gemma":[0.01782352,0.0002807782,0.0004650333,0.0004685924,0.0004875796,0.0004725259,0.0009611693,0.0008540205,0.0003653236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005897442,"about_ca_system_score_gemma":0.0008635769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009632719,"about_ca_topic_score_gemma":0.001602511,"domain_scores_codex":[0.9976809,0.001113324,0.0002347654,0.0002332381,0.0004954708,0.0002422974],"domain_scores_gemma":[0.9850604,0.006045426,0.004045753,0.0006538727,0.001281404,0.00291313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172184,0.01466068,0.9421585,0.0002164732,0.000116816,0.001153682,0.007995936,0.0005131535,0.002511661,0.00003173557,0.0005149763,0.02895415],"study_design_scores_gemma":[0.0001206256,0.02677415,0.9628536,0.00003957694,0.00009712394,0.00127132,0.004604392,0.001485988,0.001551326,0.0000270511,0.001121243,0.00005342318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997105,0.00001696655,0.00007863214,0.000008847735,0.000001685299,0.00003851306,0.0000195924,0.000002830702,0.0001224486],"genre_scores_gemma":[0.9992912,0.00004582458,0.0003163531,0.00002464847,0.00001020032,0.0000727293,0.00005223569,0.000002768358,0.0001840967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003103136,"threshold_uncertainty_score":0.01641113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881911708569036,"score_gpt":0.5693691004829889,"score_spread":0.3811779296260853,"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."}}