{"id":"W4392499866","doi":"10.20944/preprints202403.0227.v1","title":"Prescribing Competence of Canadian Medical Graduates: National Survey of Medical School Leaders","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"Government of Ontario","keywords":"Competence (human resources); Medical school; Medical education; Psychology; Political science; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002177426,0.0001971006,0.0003221434,0.001714432,0.00202382,0.001061361,0.0009851716,0.00058101,0.002371249],"category_scores_gemma":[0.005974211,0.000352027,0.0003144626,0.00314195,0.0007057959,0.0004883292,0.0008812068,0.0007904578,0.0004825773],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01112028,"about_ca_system_score_gemma":0.0217883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9534452,"about_ca_topic_score_gemma":0.966406,"domain_scores_codex":[0.99754,0.0001579011,0.0001455837,0.0002342441,0.001393946,0.0005283617],"domain_scores_gemma":[0.9921637,0.0004465287,0.001543697,0.000163533,0.003597738,0.002084859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003220853,0.00006146904,0.9895415,0.0000539924,0.00001371676,0.00003725957,0.002338794,0.00002746149,0.0001629876,0.00003516762,0.002796742,0.004898669],"study_design_scores_gemma":[0.000003239607,0.00002877674,0.9971849,0.00001793739,0.000003452743,0.00001640207,0.001741834,0.0000598375,0.00002568805,0.000003516117,0.0009087904,0.00000554275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884644,0.0003228842,0.0000620151,0.001514821,0.00001599308,0.00007773239,0.004201117,0.00001600724,0.00532509],"genre_scores_gemma":[0.996274,0.0004584429,0.0002188829,0.0005628622,0.00001555333,0.00003712075,0.001662292,0.000005421419,0.000765386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9888797,"threshold_uncertainty_score":0.09365791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2901428602611759,"score_gpt":0.4355190242868319,"score_spread":0.1453761640256561,"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."}}