{"id":"W2789091583","doi":"10.22374/1710-6222.25.1.2","title":"PRESCRIBING COMPETENCY OF MEDICAL STUDENTS: NATIONAL SURVEY OF MEDICAL EDUCATION LEADERS","year":2018,"lang":"en","type":"article","venue":"Journal of Population Therapeutics and Clinical Pharmacology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McMaster University","funders":"McMaster University","keywords":"Medical education; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009241245,0.00009895998,0.0004837684,0.0002568408,0.00004958339,0.00000805924,0.0003615963,0.0003653352,0.0009949853],"category_scores_gemma":[0.003870901,0.00008027569,0.00009768554,0.0003576956,0.0007138119,0.00008832941,0.00006683456,0.000625863,0.000001908496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006410169,"about_ca_system_score_gemma":0.001900133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001245741,"about_ca_topic_score_gemma":0.00003213452,"domain_scores_codex":[0.9945801,0.0004543569,0.002003148,0.0001396144,0.002695567,0.000127173],"domain_scores_gemma":[0.9953718,0.0005430045,0.001116772,0.00009347364,0.002693807,0.0001811754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007193292,0.003948947,0.8846582,0.0001189556,0.0007154582,0.000002644306,0.0003958385,0.000002325787,0.0003839915,0.00281867,0.01081424,0.09542146],"study_design_scores_gemma":[0.003597772,0.001228572,0.9848038,0.0002723811,0.000315141,0.00009562677,0.0003125814,0.004628229,0.0001581493,0.001020077,0.003482404,0.0000852665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737118,0.0003659184,0.000799591,0.02143633,0.003431852,0.0001627273,0.000002926462,0.000004726359,0.00008409856],"genre_scores_gemma":[0.9875829,0.0008463504,0.001064418,0.009001493,0.001436924,0.000001718836,0.00003176129,0.00001130195,0.00002309399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1001457,"threshold_uncertainty_score":0.9999182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806940312006376,"score_gpt":0.5648244635521906,"score_spread":0.384130432351553,"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."}}