{"id":"W4289835827","doi":"10.1037/ort0000645","title":"Predictors of worklife burnout among mental health certified peer specialists.","year":2022,"lang":"en","type":"article","venue":"American Journal of Orthopsychiatry","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"U.S. Department of Health and Human Services","keywords":"Burnout; PsycINFO; Cynicism; Workload; Mental health; Psychology; Workforce; Certification; Clinical psychology; Applied psychology; MEDLINE; 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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003368507,0.0002842978,0.001109982,0.0004283652,0.00158808,0.000008448617,0.0005996924,0.00008702606,0.002071672],"category_scores_gemma":[0.00017639,0.00023827,0.0004064789,0.0008843445,0.0003411532,0.0001702698,0.0003022102,0.002352286,0.00001080897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004588952,"about_ca_system_score_gemma":0.003613036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211666,"about_ca_topic_score_gemma":0.0002787987,"domain_scores_codex":[0.9920173,0.002394279,0.00260811,0.0003120288,0.001835378,0.0008329394],"domain_scores_gemma":[0.9933067,0.0003048262,0.004716658,0.0004199388,0.0005653903,0.0006864655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007250826,0.0003616123,0.8857219,0.000126902,0.0001851828,0.00001225344,0.008353163,0.000027007,0.00002206326,0.0002865376,0.07623471,0.0279436],"study_design_scores_gemma":[0.002786641,0.003312999,0.7004399,0.001911551,0.0000770419,0.00007967844,0.1043882,0.00002888785,0.000006398778,0.0003105731,0.1861854,0.0004728094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455082,0.002852552,0.00008950064,0.03771536,0.01111666,0.0006105637,0.00029321,0.00003577107,0.001778167],"genre_scores_gemma":[0.989676,0.0006714389,0.001691199,0.004497334,0.002190741,0.00003887467,0.00004558437,0.0000660454,0.001122779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.185282,"threshold_uncertainty_score":0.9999493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02633428241183582,"score_gpt":0.3771826974556918,"score_spread":0.350848415043856,"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."}}