{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001971729,0.00009245482,0.0001615786,0.0001286395,0.0003535479,0.0001798543,0.0001071696,0.0001698748,0.0004194317],"category_scores_gemma":[0.0004290399,0.00009519969,0.00003524303,0.001421081,0.0001814385,0.0004627561,0.00005891451,0.0002367904,0.00002334972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008331673,"about_ca_system_score_gemma":0.000140391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00270205,"about_ca_topic_score_gemma":0.0005152344,"domain_scores_codex":[0.9978852,0.0003238287,0.0002428993,0.0002780863,0.0009972417,0.0002727106],"domain_scores_gemma":[0.9985561,0.0002120123,0.00006135296,0.0001060264,0.0009071165,0.0001573465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004540376,0.0004608071,0.08524071,0.00004041957,0.000148312,0.005042894,0.04207427,0.00009351657,0.0004722933,0.8171742,0.006778248,0.0420203],"study_design_scores_gemma":[0.002254585,0.0001836696,0.09693982,0.00009179499,0.0001103013,0.0001055966,0.03390729,0.00003930916,0.0005249311,0.001956967,0.8633503,0.0005354444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442602,0.00006636188,0.0002646443,0.01163369,0.0003424185,0.0001470698,0.00001014526,0.00005204614,0.04322345],"genre_scores_gemma":[0.9961472,0.00007397348,0.000151927,0.0009163932,0.0003789925,0.000007523158,0.00007362398,0.000005995057,0.00224444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.856572,"threshold_uncertainty_score":0.4592482,"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."}}