{"id":"W4381392108","doi":"10.1016/j.hpb.2023.05.053","title":"Canadian coaching program leads to successful transition from open to laparoscopic HPB surgery","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Coaching; Medicine; Medical education; Field (mathematics); Laparoscopic surgery; General surgery; Laparoscopy; Psychology; Psychotherapist","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":[0.001635869,0.000216957,0.0002149353,0.0008478243,0.007222609,0.002546788,0.001171692,0.001346187,0.02241992],"category_scores_gemma":[0.01083523,0.0001954735,0.0004280548,0.001052899,0.0008356638,0.0008302119,0.002048797,0.002550257,0.001180795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03780012,"about_ca_system_score_gemma":0.1442842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9431037,"about_ca_topic_score_gemma":0.9856052,"domain_scores_codex":[0.9974354,0.0003060441,0.00004407315,0.000158985,0.0006199394,0.001435515],"domain_scores_gemma":[0.989064,0.000569512,0.0005411277,0.0001522457,0.003484818,0.006188347],"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":[0.002072316,0.004221472,0.3067728,0.0003184179,0.00009665491,0.001311572,0.00662727,0.000920219,0.001575056,0.009223712,0.2855865,0.381274],"study_design_scores_gemma":[0.0002111626,0.0004510485,0.8830256,0.0005505189,0.0000668727,0.0003010534,0.01710736,0.0008567861,0.0008863973,0.001605561,0.09487021,0.00006755736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6928841,0.002906084,0.00103398,0.08324558,0.001948577,0.0007206997,0.001563509,0.0002512399,0.2154462],"genre_scores_gemma":[0.9587365,0.001198282,0.00162433,0.005729145,0.0001128794,0.0001443517,0.0006994082,0.00004886059,0.03170616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05689633,"threshold_uncertainty_score":0.2742603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0663597217333486,"score_gpt":0.389518623984121,"score_spread":0.3231589022507724,"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."}}