{"id":"W3019194658","doi":"10.1097/sap.0000000000002353","title":"Survey Based Assessment of Burnout Rates Among US Plastic Surgery Residents","year":2020,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Medicine; Burnout; Depersonalization; Emotional exhaustion; Marital status; Graduate medical education; Referral; Family medicine; Demography; Accreditation; Clinical psychology; Medical education; Population","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005144999,0.0004397648,0.001824606,0.0005036911,0.0004126549,0.00001435868,0.00032312,0.0004513269,0.00145718],"category_scores_gemma":[0.04010905,0.0003794385,0.0005275992,0.0009061148,0.000232928,0.0002397148,0.0002076587,0.0009172307,0.00007484318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004679709,"about_ca_system_score_gemma":0.003816344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004216999,"about_ca_topic_score_gemma":0.0004556773,"domain_scores_codex":[0.9906762,0.003524884,0.002825765,0.0006299588,0.001199508,0.001143663],"domain_scores_gemma":[0.8635386,0.1324867,0.00164793,0.0004229671,0.001236245,0.0006675632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003988954,0.0002030871,0.9585321,0.00260652,0.0001299208,0.00003804354,0.0001264832,0.0001901114,0.0001327696,0.00002211908,0.03723216,0.0003877995],"study_design_scores_gemma":[0.0003224405,0.00008491112,0.9884079,0.006834808,0.00003662411,1.610807e-7,0.0002632562,0.003180501,0.0003031479,0.00002587811,0.0002177773,0.0003226046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918653,0.000896246,0.0005707674,0.0008839977,0.00432515,0.0004253292,0.0007831001,0.00008443084,0.0001656689],"genre_scores_gemma":[0.9971682,0.0005574914,0.00003668777,0.001248638,0.0004015076,0.0000904235,0.0003698432,0.00007154357,0.00005569763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1289618,"threshold_uncertainty_score":0.9998658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2229252713232231,"score_gpt":0.4597505994989342,"score_spread":0.2368253281757111,"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."}}