{"id":"W4394591270","doi":"10.1097/xcs.0000000000001091","title":"Invited Commentary: Mentorship of Black Medical Students and Residents: Canada Aims To Do Better!","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Medicine; Medical education; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005670833,0.001347919,0.001954339,0.001180803,0.007286311,0.004183239,0.004389764,0.04873998,0.01354299],"category_scores_gemma":[0.04600082,0.0009544966,0.001599497,0.001174135,0.00491545,0.003951665,0.002099083,0.05228676,0.006844738],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01296552,"about_ca_system_score_gemma":0.02400986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1169312,"about_ca_topic_score_gemma":0.1583561,"domain_scores_codex":[0.99562,0.0009430156,0.0003367037,0.0005794622,0.001789861,0.0007310182],"domain_scores_gemma":[0.9692299,0.01168721,0.001312489,0.0004079403,0.01115277,0.006209794],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001873011,0.000004135785,0.0000650098,0.00003561482,0.000005266927,0.000110934,0.00006479144,0.000009374693,0.00002583587,0.000198383,0.9984389,0.001023013],"study_design_scores_gemma":[0.0001175773,0.00004983045,0.001297438,0.0006857939,0.00005320037,0.0006215185,0.001062957,0.0001561682,0.0001989611,0.001456394,0.9941889,0.0001111945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001403776,0.001141335,0.00002512283,0.9446233,0.05298506,0.00001403337,0.00007972295,0.00001982812,0.0009712549],"genre_scores_gemma":[0.002356665,0.00173017,0.00008840292,0.9329076,0.05552915,0.0000426173,0.00004672098,0.00003399277,0.007264631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9943292,"threshold_uncertainty_score":0.2325013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480284707879349,"score_gpt":0.2996116816811299,"score_spread":0.2848088346023364,"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."}}