{"id":"W4414173197","doi":"10.22215/apb.v2i3.5514","title":"Suicidal Thoughts and Behaviours Among Royal Canadian Mounted Police","year":2025,"lang":"en","type":"article","venue":"Applied police briefings :","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Suicide prevention; Occupational safety and health; Public health; Poison control; Human factors and ergonomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001526985,0.0003183536,0.0003599744,0.0003501698,0.0004445688,0.00008973939,0.0002689926,0.0002503842,0.0001907398],"category_scores_gemma":[0.000009796107,0.0003364917,0.00006761561,0.0004144493,0.0002581157,0.00004865362,0.0001068982,0.0003257132,0.0001010116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001131398,"about_ca_system_score_gemma":0.0001206983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9816122,"about_ca_topic_score_gemma":0.8264334,"domain_scores_codex":[0.9980934,0.00003994454,0.0003025579,0.0005445438,0.0001406128,0.0008789872],"domain_scores_gemma":[0.9989906,0.0001643079,0.00008418892,0.0003972407,0.00005774465,0.0003059088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000256604,0.0002416018,0.2682877,0.00007066493,0.001004624,0.00006990487,0.07192555,0.00001036487,0.0003760042,0.2846032,0.3644942,0.008659589],"study_design_scores_gemma":[0.001265393,0.00003135086,0.953569,0.000008909614,0.0002134778,0.0000160383,0.004228464,0.00002024148,0.0004158338,0.00054207,0.0391755,0.000513737],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7347757,0.0002926191,0.00001482467,0.001474332,0.0002084346,0.0003034298,0.00004104814,0.0001358288,0.2627538],"genre_scores_gemma":[0.9789279,0.0000127503,0.00004862461,0.01290419,0.0002548411,0.0001261849,0.00002409083,0.00003956091,0.007661825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6852813,"threshold_uncertainty_score":0.9999087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165918591686208,"score_gpt":0.2864750566601861,"score_spread":0.274815870743324,"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."}}