{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001486163,0.0004175337,0.0004376209,0.00209404,0.004807822,0.001226861,0.001311523,0.0004234726,0.002088331],"category_scores_gemma":[0.003903071,0.0005781397,0.0007231068,0.006007675,0.0006244664,0.000460535,0.001224083,0.0008405029,0.0003242404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02832801,"about_ca_system_score_gemma":0.03798754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957532,"about_ca_topic_score_gemma":0.9977542,"domain_scores_codex":[0.9988254,0.00009602603,0.00009583858,0.0001530852,0.0005031083,0.0003265942],"domain_scores_gemma":[0.9969758,0.0001423352,0.0004139966,0.0001561749,0.001714196,0.0005976151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006171154,0.00006430553,0.9816382,0.0001008337,0.00006573094,0.00007693518,0.0057061,0.00006237302,0.0001222927,0.0001794058,0.003088671,0.008833441],"study_design_scores_gemma":[0.000008106805,0.00002193211,0.9949377,0.00005869224,0.00002779509,0.00004524364,0.003423638,0.00009251205,0.00002738446,0.00002292099,0.001322161,0.00001178789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861169,0.0009969831,0.0001711763,0.0004810785,0.00001679976,0.0002235668,0.007480185,0.00001232806,0.004500957],"genre_scores_gemma":[0.9942855,0.0008683032,0.0003995726,0.000147787,0.000004818816,0.0001156045,0.002712697,0.000004941699,0.001460581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02832801,"threshold_uncertainty_score":0.2055351,"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."}}