{"id":"W3198472085","doi":"10.1177/15533506211039682","title":"Transition to Independent Surgical Practice and Burnout Among Early Career General Surgeons","year":2021,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"University of Toronto","keywords":"Medicine; Burnout; Transition (genetics); Surgery; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001034211,0.000092219,0.0001102191,0.0005624179,0.0006779029,0.0006378949,0.0002628153,0.0002978755,0.001992987],"category_scores_gemma":[0.005621625,0.0001208094,0.000152145,0.0005756867,0.0006083875,0.0002639875,0.000747334,0.0005846061,0.0001077732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584189,"about_ca_system_score_gemma":0.003509907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08956651,"about_ca_topic_score_gemma":0.1668544,"domain_scores_codex":[0.9993198,0.0001728488,0.00003262945,0.00004391569,0.0001954452,0.000235313],"domain_scores_gemma":[0.9946195,0.0009500957,0.001944699,0.00008313145,0.0005990433,0.001803511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002662785,0.00005134116,0.9965947,0.00001359146,0.000005104639,0.00003852076,0.0009643324,0.00001743056,0.00005521756,0.00001674266,0.0001299659,0.002086367],"study_design_scores_gemma":[0.000001040364,0.00001962851,0.9982473,0.00001859486,0.000001334095,0.0000435309,0.001507791,0.0000287494,0.00001211448,0.000008345324,0.0001104622,0.000001260737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994135,0.00008471256,0.0000139929,0.0001331751,0.000002495593,0.000002842104,0.00001863538,6.338684e-7,0.0003300114],"genre_scores_gemma":[0.9997469,0.00007697372,0.00002008811,0.0000332361,0.000002598562,0.000001761254,0.00002510858,4.369073e-7,0.0000929127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08956651,"threshold_uncertainty_score":0.1780904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872839547801431,"score_gpt":0.3058234414191358,"score_spread":0.2770950459411215,"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."}}