{"id":"W2604662665","doi":"10.1177/0840470417692335","title":"The mentorship imperative for health leadership","year":2017,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Auto Workers; Toronto Public Health","funders":"","keywords":"Mentorship; Excellence; Medical education; Leadership development; Professional development; Career development; Medicine; Psychology; Public relations; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02535351,0.0004396336,0.0004769756,0.0008242002,0.01116066,0.01671092,0.001359561,0.005402991,0.01283899],"category_scores_gemma":[0.04331928,0.0003910049,0.0006100619,0.0006664501,0.01814799,0.008823661,0.01612947,0.01246554,0.004227147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00430743,"about_ca_system_score_gemma":0.02698842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001869521,"about_ca_topic_score_gemma":0.00403112,"domain_scores_codex":[0.9691668,0.02012472,0.0006581878,0.001163801,0.005345592,0.003540768],"domain_scores_gemma":[0.9235876,0.01657741,0.004283696,0.004411611,0.005800385,0.04533935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001001648,0.0003672127,0.006056423,0.001043532,0.00008679343,0.0007880938,0.06107639,0.000361621,0.001620838,0.4020799,0.2858276,0.2405915],"study_design_scores_gemma":[0.00003183095,0.0002388153,0.003567294,0.00104304,0.00002273955,0.000699437,0.01938455,0.0001858863,0.0005532139,0.1147144,0.8594999,0.00005890345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02028651,0.01543328,0.01187203,0.7934953,0.01198208,0.0001520936,0.0000782577,0.0003107581,0.1463897],"genre_scores_gemma":[0.7520471,0.02219088,0.0234828,0.1106415,0.01822766,0.0004716769,0.0001282507,0.0002980335,0.07251225],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02535351,"threshold_uncertainty_score":0.1340837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1531857933962345,"score_gpt":0.4256254131689288,"score_spread":0.2724396197726943,"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."}}