{"id":"W7119788012","doi":"10.65264/qgpe6337","title":"Article 4: Correctional Work, Wellbeing, And Mental Health Disorders","year":2019,"lang":"","type":"article","venue":"Advancing Corrections Journal","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Occupational safety and health; Mental health service; Mental health law; Prevalence of mental disorders; Psychological intervention; Suicide prevention; Occupational stress","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001377298,0.0005413202,0.0006232228,0.002134271,0.003334409,0.003956211,0.001474046,0.0008738475,0.02300371],"category_scores_gemma":[0.009664465,0.0002517111,0.001005953,0.005134913,0.001136898,0.001441405,0.003108861,0.001610971,0.001433534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004808954,"about_ca_system_score_gemma":0.01114716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5610685,"about_ca_topic_score_gemma":0.6612272,"domain_scores_codex":[0.9981436,0.0003318781,0.0001458094,0.0003017353,0.0006453425,0.00043174],"domain_scores_gemma":[0.9937962,0.001097919,0.001681232,0.0003445505,0.001603644,0.001476563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005607167,0.00006619105,0.9681409,0.0002567059,0.0002105197,0.0001059144,0.001442851,0.0001264267,0.00005226833,0.0004500626,0.01658767,0.01250441],"study_design_scores_gemma":[0.000005737639,0.00001778006,0.9873921,0.0003748258,0.00006062793,0.0001125699,0.001811275,0.0001576867,0.00003423359,0.0002836512,0.009736096,0.00001335591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755975,0.01161548,0.0008633795,0.01211136,0.001029303,0.0002523229,0.07459738,0.0001520461,0.02378126],"genre_scores_gemma":[0.9578177,0.003990777,0.001143803,0.001547621,0.000549982,0.0001619929,0.02416701,0.00005085684,0.01057016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5610685,"threshold_uncertainty_score":0.883033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006490399878016425,"score_gpt":0.2865463624780202,"score_spread":0.2800559626000038,"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."}}