{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001549162,0.0003885498,0.0005361458,0.0005950143,0.005552718,0.0006704872,0.0002556969,0.0001604659,0.003168811],"category_scores_gemma":[0.0002628994,0.000376517,0.0004017502,0.002059611,0.0003432265,0.001184843,0.0001145345,0.001312223,0.0003329262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001606568,"about_ca_system_score_gemma":0.0008157314,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01074474,"about_ca_topic_score_gemma":0.04472714,"domain_scores_codex":[0.9959719,0.0005593525,0.0008961345,0.0006452306,0.0008068374,0.001120571],"domain_scores_gemma":[0.9975588,0.0004008847,0.0006748695,0.0002843889,0.0002758226,0.0008052752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002300373,0.0006696028,0.2959918,0.00005889096,0.000361359,0.000005276011,0.05500181,0.004793987,0.0001276294,0.0003863579,0.01037963,0.6319936],"study_design_scores_gemma":[0.001022169,0.0006194334,0.009633265,0.0004633229,0.0003425776,0.0003401169,0.7775556,0.006088397,0.00001657089,0.0003458844,0.2028534,0.0007192905],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390857,0.002815071,0.009437696,0.00515562,0.04034154,0.0004604178,0.000009074462,0.00009434541,0.002600521],"genre_scores_gemma":[0.9737288,0.01612863,0.0006777329,0.0005378348,0.001294507,0.00001008673,0.000005168122,0.00004556411,0.007571721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7225538,"threshold_uncertainty_score":0.9998687,"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."}}