{"id":"W3013484802","doi":"10.3390/ijerph17072203","title":"Provincial Correctional Service Workers: The Prevalence of Mental Disorders","year":2020,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Manitoba; University of Regina","funders":"Canadian Institutes of Health Research","keywords":"Environmental health; Service (business); Mental health; Medicine; Mental health service; Occupational safety and health; Business; Medical emergency; Psychiatry; Marketing; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001769688,0.00007919836,0.0001453135,0.00009702456,0.000506398,0.00001747871,0.0004125478,0.00003910421,0.0007378089],"category_scores_gemma":[0.0002843038,0.00005312726,0.00004607615,0.000130258,0.0002602698,0.0002392517,0.0003333866,0.0006655461,0.00001244203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604686,"about_ca_system_score_gemma":0.0005479094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003147743,"about_ca_topic_score_gemma":0.0001913736,"domain_scores_codex":[0.9972556,0.0005426267,0.0005339359,0.0001260205,0.00120764,0.0003341428],"domain_scores_gemma":[0.9986526,0.0004975226,0.000345079,0.00006107013,0.0001604695,0.0002832999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004551537,0.0003620435,0.9276661,0.0001931751,0.0001610995,0.000002559467,0.01325405,0.000001654335,0.0001093485,0.0005378474,0.02546671,0.03179021],"study_design_scores_gemma":[0.001465753,0.001201067,0.7691088,0.0001836877,0.000005213202,0.00001129977,0.02352187,0.00006994098,0.000008802543,0.0006204403,0.203719,0.00008411676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7313364,0.0009547928,0.00005488137,0.265748,0.0006089149,0.0003925882,0.0002264248,0.000004597483,0.0006733366],"genre_scores_gemma":[0.9926089,0.003963166,0.00003302206,0.002456587,0.0005876599,0.00001864756,0.000009748828,0.000008399823,0.0003138476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2632914,"threshold_uncertainty_score":0.807849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234397150478991,"score_gpt":0.4501394217929098,"score_spread":0.3266997067450107,"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."}}