{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009929541,0.0001408089,0.0001649507,0.000721305,0.0005906592,0.0006488016,0.0002728158,0.000404293,0.00265119],"category_scores_gemma":[0.006531024,0.0002321238,0.0002748058,0.0004480678,0.0003096847,0.0003607131,0.0008789105,0.0007690222,0.0002581811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003213544,"about_ca_system_score_gemma":0.000552614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005436029,"about_ca_topic_score_gemma":0.01068017,"domain_scores_codex":[0.9994855,0.0001423221,0.00004985718,0.00004765852,0.0001405755,0.0001340967],"domain_scores_gemma":[0.9955967,0.001068072,0.001730703,0.0001521859,0.0004480139,0.001004399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000127367,0.00003678271,0.9990953,0.000003127433,0.000005344429,0.00001466252,0.0001256064,0.00000863382,0.00002504667,0.000007788039,0.00007502134,0.0005898826],"study_design_scores_gemma":[8.670849e-7,0.00002672808,0.9993432,0.000006141342,0.000002304893,0.00004397933,0.0004538508,0.00004496083,0.000008586933,0.000006897755,0.00006153357,7.404789e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994063,0.00009025223,0.00002495679,0.00008914973,0.000004532827,0.00000481361,0.00007484492,0.000001215195,0.0003039803],"genre_scores_gemma":[0.9996483,0.0000539584,0.00003050534,0.00001442164,0.000007831044,0.000006500763,0.0001289005,9.901269e-7,0.0001084344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005436029,"threshold_uncertainty_score":0.01080877,"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."}}