{"id":"W3006512857","doi":"10.1016/j.jsurg.2020.01.007","title":"Implementation and Effectiveness of Coaching for Surgeons in Practice – A Mixed Studies Systematic Review","year":2020,"lang":"en","type":"review","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal General Hospital; McGill University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Coaching; Thematic analysis; Medical education; Apprenticeship; Grounded theory; Qualitative property; Psychology; Medicine; Qualitative research; Computer science; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004295927,0.0001729862,0.00312525,0.0002213383,0.00002497334,0.00001122146,0.00004680462,0.00008058156,0.00000704933],"category_scores_gemma":[0.004604567,0.0001141734,0.0004121313,0.0003688899,0.00002561003,0.000139207,0.00001530105,0.0002730022,5.98343e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814575,"about_ca_system_score_gemma":0.0007306922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005723029,"about_ca_topic_score_gemma":9.769739e-7,"domain_scores_codex":[0.9966395,0.001160488,0.001688661,0.0001406221,0.0002731438,0.00009756186],"domain_scores_gemma":[0.987705,0.009574606,0.00194152,0.00008155008,0.000587299,0.0001100355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001260689,0.0001478712,0.00002821317,0.8188825,0.0005069061,0.00002006579,0.0001229414,3.885099e-7,8.517787e-8,0.000361009,0.00001790909,0.1797861],"study_design_scores_gemma":[0.001475767,0.0002197028,0.0000660269,0.7659121,0.007529445,0.0007697857,0.001568136,0.00000377503,5.482555e-7,0.00003085441,0.2223253,0.00009849331],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001468625,0.9968232,0.0000333841,0.0003547269,0.0002449318,0.002330198,0.000004196937,0.000003424667,0.00005908523],"genre_scores_gemma":[0.003515016,0.9959316,0.0002388393,0.00006252329,0.00007919633,0.0001203468,0.00003284902,0.00001621508,0.000003374963],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2223074,"threshold_uncertainty_score":0.5512429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093815968627617,"score_gpt":0.5113330730332502,"score_spread":0.4019514761704884,"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."}}