{"id":"W3199680591","doi":"10.3390/ijerph181910018","title":"Assessing Relative Stressors and Mental Disorders among Canadian Provincial Correctional Workers","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of Manitoba; Queen's University; Memorial University of Newfoundland; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Stressor; Mental health; Psychological intervention; Occupational stress; Economic shortage; Psychology; Bureaucracy; Occupational safety and health; Clinical psychology; Environmental health; Medicine; Applied psychology; Psychiatry; Government (linguistics); Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00163006,0.0001176192,0.0001776816,0.0005753748,0.0003673366,0.0003757699,0.0002624344,0.0000844929,0.001812232],"category_scores_gemma":[0.0003922039,0.0001142048,0.00004938299,0.0001718895,0.0006464461,0.0007818675,0.0001574613,0.0008148936,0.00001318726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009525811,"about_ca_system_score_gemma":0.001394759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03078206,"about_ca_topic_score_gemma":0.05720832,"domain_scores_codex":[0.9966841,0.0006837439,0.0004274477,0.0002674242,0.001294975,0.0006422923],"domain_scores_gemma":[0.9981667,0.0004297868,0.0001761578,0.0001033696,0.0001266332,0.0009973083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007735343,0.0006066563,0.759979,0.000009585262,0.000308048,0.0001579043,0.003671728,0.000001278273,0.00002449482,0.001362603,0.002147555,0.2316538],"study_design_scores_gemma":[0.001121795,0.0003242825,0.9524111,0.00007629535,0.000002085222,0.0003134796,0.0347981,0.00004974571,0.000006947692,0.001201058,0.00959309,0.0001019919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752873,0.001979213,0.00008457048,0.01490448,0.0007935602,0.0001955496,0.0001293651,0.00000381263,0.006622117],"genre_scores_gemma":[0.9977759,0.0009608837,0.0001487211,0.0001574413,0.000164043,0.00001095838,0.00004925081,0.00001672422,0.0007160734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2315518,"threshold_uncertainty_score":0.9991003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0989274502216901,"score_gpt":0.4400683363600216,"score_spread":0.3411408861383315,"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."}}