{"id":"W2941855686","doi":"10.36834/cmej.61646","title":"Prescribing competency assessment for Canadian medical students: a pilot evaluation","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Queen's University; Western University; St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"CLARITY; Medical education; Medicine; Psychology; Discriminative model; Medical school; Presentation (obstetrics); Multiple choice; Family medicine; Significant difference; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01125086,0.0008996766,0.0007245761,0.0009971168,0.002300451,0.00111004,0.001595795,0.0009755289,0.002140577],"category_scores_gemma":[0.02058507,0.0004838684,0.0009990019,0.0009430256,0.0009556494,0.0004931331,0.001242678,0.00110517,0.000596208],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01282575,"about_ca_system_score_gemma":0.05175364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5533042,"about_ca_topic_score_gemma":0.7562175,"domain_scores_codex":[0.9936785,0.001323029,0.0003767916,0.000447318,0.003351295,0.0008229728],"domain_scores_gemma":[0.9831335,0.002058471,0.000891151,0.0005357679,0.00865748,0.004723696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01206608,0.06437227,0.260601,0.002013954,0.0003694227,0.001044666,0.01455027,0.002868932,0.01322733,0.0004392517,0.01570552,0.6127412],"study_design_scores_gemma":[0.00445596,0.04755619,0.9050111,0.0005365522,0.0003647215,0.0004067137,0.005042388,0.006970883,0.006341619,0.0001173609,0.02297118,0.000225423],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813533,0.0002310291,0.001157658,0.000582608,0.00007602063,0.01077027,0.0006928629,0.0001581958,0.004978039],"genre_scores_gemma":[0.9708055,0.0008597164,0.01825575,0.0005016554,0.00005441748,0.004075673,0.001501781,0.00003250823,0.003913012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9871743,"threshold_uncertainty_score":0.898653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970684227128815,"score_gpt":0.4071936587064383,"score_spread":0.3774868164351501,"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."}}