{"id":"W1982265547","doi":"10.1002/smi.884","title":"How hospital consultants cope with stress at work: implications for their mental health","year":2001,"lang":"en","type":"article","venue":"Stress and Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Odds; Psychiatry; Odds ratio; Medical prescription; Medicine; Quarter (Canadian coin); Psychiatric hospital; Work stress; Psychology; Work (physics); Family medicine; Nursing; Logistic regression","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006288844,0.0004271579,0.0008282203,0.0001255764,0.004302348,0.0000541308,0.0002565671,0.0002459096,0.00008203095],"category_scores_gemma":[0.00005594426,0.0002982632,0.00007048142,0.0004236117,0.0001895604,0.0001978568,0.0002130827,0.0006606517,0.00001113503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005790789,"about_ca_system_score_gemma":0.002098513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226981,"about_ca_topic_score_gemma":0.00886561,"domain_scores_codex":[0.9959393,0.0004072862,0.0008301556,0.0007782162,0.0002921504,0.001752912],"domain_scores_gemma":[0.9966388,0.0004460043,0.0008071994,0.0005427375,0.0004660262,0.001099235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003853251,0.0003441328,0.8311696,0.001741856,0.00006702382,0.000002157467,0.006424359,0.000001177552,0.000004517885,0.003418897,0.04898829,0.1074526],"study_design_scores_gemma":[0.005711969,0.001777945,0.7747713,0.01046467,0.00001637291,0.00001200971,0.02308887,0.0000491445,0.00001438982,0.0005235891,0.1828416,0.000728145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.266529,0.0233085,0.001110104,0.6881881,0.001213943,0.008229629,0.01035949,0.0002761926,0.0007849421],"genre_scores_gemma":[0.9597171,0.02094603,0.001166046,0.009395346,0.0006442402,0.001291825,0.001476055,0.0001012181,0.005262166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.693188,"threshold_uncertainty_score":0.999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855340584536842,"score_gpt":0.4289593401259506,"score_spread":0.3434252816722664,"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."}}