{"id":"W4312038244","doi":"10.1093/acrefore/9780190264079.013.752","title":"Police Mental Health and Wellness","year":2022,"lang":"en","type":"reference-entry","venue":"Oxford Research Encyclopedia of Criminology and Criminal Justice","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mental health; Psychology; Burnout; Distrust; Psychiatry; Population; Workload; Anxiety; Medicine; Nursing; Clinical psychology; Environmental health; Psychotherapist","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":[0.0006938947,0.0001839676,0.0002288787,0.001481501,0.002036244,0.001752255,0.0003529983,0.0004458009,0.02014599],"category_scores_gemma":[0.005051299,0.0001468488,0.0003362443,0.001040339,0.0006151989,0.0008832656,0.001676446,0.001359762,0.001218432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153049,"about_ca_system_score_gemma":0.001262162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01633758,"about_ca_topic_score_gemma":0.01572528,"domain_scores_codex":[0.9994443,0.0001597866,0.00004483135,0.00004513013,0.0001191545,0.0001868709],"domain_scores_gemma":[0.9970357,0.0002337025,0.001038497,0.0001028066,0.000476714,0.001112577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001259895,0.0005210237,0.8389261,0.0003525993,0.0002026613,0.0007799239,0.005304105,0.0002211203,0.0002343088,0.004880814,0.04195576,0.1064956],"study_design_scores_gemma":[0.00000828055,0.0001241737,0.9598919,0.0006290991,0.00004529436,0.0005546176,0.009080132,0.0001846656,0.00009453849,0.001973585,0.0273928,0.00002107287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.838975,0.01470164,0.000366817,0.03722369,0.001005437,0.0001399594,0.003556585,0.00006387309,0.103967],"genre_scores_gemma":[0.9906978,0.00401686,0.0001264085,0.00103149,0.0001494748,0.00003118938,0.0005336368,0.000006028236,0.003407071],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02014599,"threshold_uncertainty_score":0.06739503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1752035256167434,"score_gpt":0.4533022320485113,"score_spread":0.2780987064317678,"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."}}