{"id":"W2129889309","doi":"10.1097/acm.0b013e31803e8a0a","title":"Virtual Patient Simulation at U.S. and Canadian Medical Schools","year":2007,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":237,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual patient; Curriculum; Medical education; Psychology; Medicine; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001336198,0.0001774768,0.0003012002,0.000431246,0.0001832009,0.000002551496,0.00008744625,0.0005725723,0.003050793],"category_scores_gemma":[0.002950585,0.000148631,0.00002273391,0.0003615918,0.000185447,0.00007323398,0.0000301254,0.001022132,0.0001573776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007494426,"about_ca_system_score_gemma":0.001161338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374902,"about_ca_topic_score_gemma":0.002985203,"domain_scores_codex":[0.9973219,0.00005364647,0.0007307943,0.0003480438,0.001058233,0.0004873618],"domain_scores_gemma":[0.9958698,0.0009464024,0.0001311459,0.000269041,0.0002434908,0.002540141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002460435,0.00001182279,0.9129351,0.00008327655,0.00003876549,0.0001008858,0.01181897,0.0002127723,0.0002314825,0.0009189257,0.02681786,0.04658414],"study_design_scores_gemma":[0.006356377,0.001296774,0.7996072,0.002003042,0.0001968672,0.0006037773,0.01933059,0.01895537,0.0005601977,0.0005347132,0.1499642,0.0005908983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575163,0.001440168,0.0003999041,0.03759889,0.0008243109,0.0005636353,0.000003708935,0.00007275185,0.001580329],"genre_scores_gemma":[0.9745185,0.0001435052,0.00005193334,0.02303745,0.001502809,0.00001169024,0.0001069513,0.0000281218,0.0005990018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1231463,"threshold_uncertainty_score":0.9978606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03470430910422616,"score_gpt":0.3828247324014115,"score_spread":0.3481204232971853,"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."}}