{"id":"W2995453846","doi":"10.2196/14428","title":"Comparison of Assessment by a Virtual Patient and by Clinician-Educators of Medical Students' History-Taking Skills: Exploratory Descriptive Study","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Interview; Virtual patient; Medical history; Test (biology); Medical education; Simulated patient; Psychology; Sequence (biology); Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005276497,0.000295223,0.0004254391,0.002359663,0.0006287475,0.001078737,0.0005336107,0.000477853,0.00147971],"category_scores_gemma":[0.02920092,0.0002623046,0.0003764239,0.0008718527,0.001156821,0.001036994,0.00175591,0.0005478042,0.0003152232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009591468,"about_ca_system_score_gemma":0.001019425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001808191,"about_ca_topic_score_gemma":0.002451899,"domain_scores_codex":[0.9945444,0.002970942,0.0006019605,0.0004179041,0.0009421814,0.0005226617],"domain_scores_gemma":[0.9817878,0.01059626,0.002566507,0.000850649,0.003019141,0.001179695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008068511,0.002095973,0.9196774,0.0002042274,0.00007146665,0.0007368846,0.04935165,0.0002852062,0.002025968,0.0001940052,0.0002834308,0.02426683],"study_design_scores_gemma":[0.00007778098,0.006348238,0.9152779,0.0001154959,0.00005758843,0.001946595,0.06888671,0.001048432,0.003804239,0.0001728812,0.002183964,0.00008025774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991584,0.00004538357,0.0002414648,0.000008350193,0.000002113159,0.00007867292,0.00004895742,0.000002636843,0.000414072],"genre_scores_gemma":[0.999299,0.0000439511,0.0003134758,0.00001609749,0.000002495743,0.00008689016,0.00005561267,0.000002358905,0.0001801005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005276497,"threshold_uncertainty_score":0.02790517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03735652992921575,"score_gpt":0.4683903019224663,"score_spread":0.4310337719932506,"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."}}