{"id":"W2126489748","doi":"10.1177/0020764004040953","title":"Stress, Burnout, Coping and Stress Management in Psychiatrists: Findings from a Systematic Review","year":2004,"lang":"en","type":"review","venue":"International Journal of Social Psychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"University College of the North","funders":"Office of Research and Development","keywords":"Stressor; Burnout; Psychological intervention; Psychology; Coping (psychology); Distress; Stress management; Occupational stress; Psychiatry; Clinical psychology; Medicine","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001551412,0.0005943638,0.003485497,0.0007045037,0.000394933,0.00006074102,0.00123422,0.0007050408,0.0002710953],"category_scores_gemma":[0.0001991383,0.0004544013,0.0007718939,0.0003737487,0.00007344515,0.0002405039,0.0003321392,0.002723859,0.00006057845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115881,"about_ca_system_score_gemma":0.00208429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002127408,"about_ca_topic_score_gemma":0.0002302831,"domain_scores_codex":[0.99154,0.001301354,0.00476267,0.0004752317,0.001369528,0.0005512034],"domain_scores_gemma":[0.9940491,0.0005291057,0.004372526,0.0002673051,0.0005499755,0.000231963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000387446,0.0002512437,0.001624026,0.9663371,0.001328024,0.00009746155,0.0007402289,1.993952e-7,9.11108e-9,0.003415321,0.002724652,0.02344298],"study_design_scores_gemma":[0.001179704,0.00003167018,0.000360303,0.9584384,0.001396699,0.00002408414,0.001629223,3.202326e-7,7.053509e-9,0.002154393,0.03443359,0.0003515898],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004719872,0.9812045,0.00003354027,0.005051846,0.009756806,0.002428928,0.0009541687,0.00002252548,0.0005004749],"genre_scores_gemma":[0.00005340283,0.9940817,0.0008295552,0.00160658,0.00275446,0.0002085746,0.0002131468,0.00007840181,0.000174177],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03170894,"threshold_uncertainty_score":0.9997908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04861125829683257,"score_gpt":0.4658589538545682,"score_spread":0.4172476955577357,"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."}}