{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0470238,0.001098426,0.001118883,0.001608911,0.008691777,0.01262907,0.003362345,0.04904664,0.0161244],"category_scores_gemma":[0.07839404,0.00106579,0.001425622,0.001265255,0.0122076,0.01814873,0.01092997,0.05025281,0.00674522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006786582,"about_ca_system_score_gemma":0.03216618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01212853,"about_ca_topic_score_gemma":0.03430894,"domain_scores_codex":[0.9678675,0.009696241,0.002288073,0.002005002,0.01443906,0.003704166],"domain_scores_gemma":[0.8569306,0.04738207,0.005240094,0.00558043,0.02624592,0.05862083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003102915,0.00004056411,0.0001086513,0.0001079266,0.000007326005,0.0001765646,0.0004400204,0.00003448096,0.0002068433,0.003474285,0.9669393,0.02843306],"study_design_scores_gemma":[0.00003951908,0.00005795293,0.0007320215,0.0004432514,0.000009905704,0.0004389838,0.0009701123,0.00009704393,0.0001686333,0.00445752,0.9925267,0.00005838068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001994674,0.007434594,0.0003286291,0.9545276,0.03395136,0.00001605292,0.00001440786,0.00007071966,0.00345712],"genre_scores_gemma":[0.01014169,0.01530402,0.00320409,0.8659925,0.06054807,0.0001018895,0.00009416677,0.0001822753,0.04443128],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04904664,"threshold_uncertainty_score":0.2486885,"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."}}