{"id":"W4402535352","doi":"10.1002/smi.3476","title":"A Canadian national study of provincial and territorial correctional workers' suicidal ideation, plans, and attempts","year":2024,"lang":"en","type":"article","venue":"Stress and Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Regina; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Suicidal ideation; Mental health; Psychological intervention; Stressor; Psychology; Economic shortage; Inclusion (mineral); Marital status; Suicide prevention; Medicine; Psychiatry; Environmental health; Poison control; Government (linguistics); Population; Social psychology","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":[0.0001994761,0.00008373908,0.0001509332,0.0001346853,0.0002084066,0.0000356852,0.00002428162,0.00004622154,0.00003984402],"category_scores_gemma":[0.000009607499,0.00007506755,0.00000991891,0.00006980608,0.00004012619,0.00004124955,0.00001669545,0.0001037085,0.000001300508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006311805,"about_ca_system_score_gemma":0.0003615131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5079126,"about_ca_topic_score_gemma":0.7801104,"domain_scores_codex":[0.9992347,0.00004801785,0.0001855807,0.0002243112,0.0001431731,0.0001641779],"domain_scores_gemma":[0.9996755,0.00008171034,0.00003401219,0.00004023833,0.00004670168,0.0001218692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006214644,0.00006175828,0.9706832,0.00008450177,0.00009570323,0.000008764073,0.01349142,9.533252e-7,4.223777e-7,0.002404699,0.009593154,0.003513259],"study_design_scores_gemma":[0.0006634097,0.0004124607,0.9848491,0.00002542395,0.00001440917,0.00001216684,0.01229947,0.00002647716,4.30455e-7,0.0002618465,0.001356778,0.00007800914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922295,0.002453188,0.00000545023,0.001587104,0.002078161,0.0003113274,0.0003843475,0.0000186699,0.0009323025],"genre_scores_gemma":[0.9986796,0.00004901741,0.000009297803,0.0001228986,0.000861255,0.00002898153,0.00002513657,0.0000068535,0.000216999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2721977,"threshold_uncertainty_score":0.4953642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03539129870866002,"score_gpt":0.3574158059773105,"score_spread":0.3220245072686505,"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."}}