{"id":"W4401329799","doi":"10.1007/s00464-024-11123-z","title":"A cross sectional survey on burnout and career satisfaction in surgeons: a joint work from the SAGES quality, outcomes, and safety and reimaging the practice of surgery burnout task forces","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Burnout; Depersonalization; Medicine; Emotional exhaustion; Quality of life (healthcare); Mental health; Depression (economics); Nursing; Family medicine; Clinical psychology; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.009652414,0.0003008318,0.0007174711,0.0001363819,0.0009717262,0.0001245112,0.0001083297,0.0002919857,0.0001828734],"category_scores_gemma":[0.00375754,0.0001622609,0.0001096792,0.0004071323,0.0003631501,0.0002863969,0.0002790529,0.001650661,0.000008178359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174355,"about_ca_system_score_gemma":0.0004094761,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06887972,"about_ca_topic_score_gemma":0.00596279,"domain_scores_codex":[0.9919431,0.004869555,0.001348018,0.000620833,0.0006555301,0.000562986],"domain_scores_gemma":[0.9395189,0.05941975,0.0003593829,0.0003309073,0.0001976311,0.000173416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172694,0.00003103714,0.9857376,0.0002558339,0.00008054023,0.00003438862,0.002026406,0.00000460123,0.000008445631,0.001045665,0.0002527639,0.00935003],"study_design_scores_gemma":[0.001149645,0.00002566177,0.9872942,0.002555032,0.00001943782,0.000009059391,0.00156186,0.00006651891,0.000004414018,0.0006781513,0.0064637,0.0001723387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677432,0.01550857,0.0000214603,0.01365816,0.001274709,0.0007334839,0.0006326682,0.00005792323,0.0003698797],"genre_scores_gemma":[0.9894896,0.008901959,0.00004477097,0.0008767388,0.0001985142,0.00009693034,0.00008256554,0.00003131995,0.0002775922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06291693,"threshold_uncertainty_score":0.9373207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011981811222832,"score_gpt":0.4451287206788003,"score_spread":0.3439305395565171,"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."}}