{"id":"W4200471195","doi":"10.36834/cmej.74011","title":"A call to advance mentorship in continuing professional development","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mentorship; Continuing professional development; Computer science; Professional development; Medical education; Data science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00123509,0.0001033292,0.0001382813,0.0002568832,0.0001101342,0.00003456547,0.0002233386,0.0001561263,0.03147337],"category_scores_gemma":[0.004910749,0.000101778,0.00002173729,0.0002986136,0.00001784881,0.00004921683,0.00002250326,0.0007457434,0.0003317239],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008900395,"about_ca_system_score_gemma":0.03348135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007893792,"about_ca_topic_score_gemma":0.01023644,"domain_scores_codex":[0.9980964,0.0001618082,0.000455282,0.0002318241,0.0005053029,0.0005494039],"domain_scores_gemma":[0.9935429,0.00005382559,0.00006621503,0.0001091239,0.0001585348,0.00606947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001328146,0.0002039291,0.01603255,0.00001209971,0.00002442184,0.0004145708,0.03310209,0.000001525315,0.00003287362,0.001631981,0.3645287,0.584002],"study_design_scores_gemma":[0.0003413342,0.000007559643,0.0568305,0.0005277693,0.000001899246,0.0002807977,0.003306936,0.000001033594,0.00004974002,0.00007330747,0.9384497,0.0001293586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731887,0.001523772,0.0001202483,0.06045421,0.04593848,0.0002084213,0.000001780078,0.00001649304,0.01854787],"genre_scores_gemma":[0.8082302,0.00003535157,0.006085511,0.05288931,0.002191239,0.0002303979,0.00003009291,0.00003592123,0.130272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5838727,"threshold_uncertainty_score":0.9719979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716494045429123,"score_gpt":0.3515926596955411,"score_spread":0.3344277192412499,"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."}}