{"id":"W3154047444","doi":"10.1097/sla.0000000000004910","title":"Coaching in Surgical Education: A Systematic Review.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Coaching Methods and Impact","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coaching; Medicine; Medical education; General partnership; Intervention (counseling); MEDLINE; Nursing; Psychology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004039923,0.00007691228,0.0003154215,0.0001046623,0.00008137288,0.00001561405,0.0001959712,0.00001816854,0.0005962629],"category_scores_gemma":[0.000411578,0.00006811626,0.00007526446,0.0003087037,0.000009117272,0.00003495033,0.00007180321,0.0002863354,0.0000224472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001246849,"about_ca_system_score_gemma":0.00003544022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001361176,"about_ca_topic_score_gemma":0.000003551713,"domain_scores_codex":[0.9971117,0.001954566,0.0003290882,0.0001845488,0.0001612187,0.0002589259],"domain_scores_gemma":[0.9991552,0.0003221904,0.0001036795,0.0003353497,0.000008553632,0.00007503842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002211793,0.003941262,0.02781745,0.1565185,0.0003504849,0.0004330337,0.00890216,0.00002544507,0.000003616951,0.06960809,0.08155467,0.6506241],"study_design_scores_gemma":[0.004216224,0.0002524716,0.5504378,0.01936302,0.000902075,0.005675003,0.009904046,0.0001019402,0.000004255348,0.006579444,0.4004705,0.002093218],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.147426,0.2360126,0.0003227582,0.008564811,0.008075904,0.01334583,0.00003160345,0.0002761749,0.5859443],"genre_scores_gemma":[0.9727208,0.0001143118,0.0001196899,0.00216303,0.0001153146,0.0173603,0.000009416357,0.00001918496,0.00737792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8252948,"threshold_uncertainty_score":0.652866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04818408063860972,"score_gpt":0.36454662518631,"score_spread":0.3163625445477002,"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."}}