{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000395759,0.0001941687,0.0002062802,0.001431855,0.002170561,0.0009860806,0.0009186119,0.0003370929,0.002915842],"category_scores_gemma":[0.002620683,0.0002900184,0.0002971981,0.00305318,0.0005729336,0.0003709656,0.0009881322,0.0004288302,0.0002480827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01202761,"about_ca_system_score_gemma":0.01362616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9849324,"about_ca_topic_score_gemma":0.9889227,"domain_scores_codex":[0.999163,0.00005149571,0.00005042567,0.0001031448,0.0003547502,0.0002772664],"domain_scores_gemma":[0.9979012,0.0000878736,0.0006361592,0.00006584467,0.0008985839,0.0004102928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001901232,0.000008177088,0.9948357,0.00002841935,0.00001125545,0.00004435107,0.001028171,0.00003286914,0.0001286252,0.00002587982,0.0008483282,0.002989133],"study_design_scores_gemma":[0.000001254931,0.000006083867,0.9981199,0.00001731121,0.00000370665,0.00003254105,0.001337918,0.0000724591,0.00001785304,0.000007503552,0.0003806396,0.000002822955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941548,0.0003901844,0.00006027552,0.0003851825,0.00001000624,0.00002798985,0.002365061,0.00001187915,0.00259469],"genre_scores_gemma":[0.9985942,0.0002300329,0.00005299105,0.00003376633,0.000003484531,0.000008447034,0.0005533079,0.000001873237,0.0005218841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9849324,"threshold_uncertainty_score":0.0872668,"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."}}