{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007895958,0.0002904545,0.0003360988,0.001940418,0.003721866,0.001340696,0.0008629399,0.0005672222,0.002109493],"category_scores_gemma":[0.003800013,0.000455963,0.0004972618,0.002977883,0.0006348771,0.000326731,0.0009353564,0.001091294,0.0002290258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0136319,"about_ca_system_score_gemma":0.01688156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9633636,"about_ca_topic_score_gemma":0.9786926,"domain_scores_codex":[0.9990393,0.00009121738,0.00006437855,0.00005246642,0.0004966424,0.0002559787],"domain_scores_gemma":[0.9982463,0.0000831767,0.0004171218,0.0000544642,0.0008618729,0.0003370916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001137929,0.000166133,0.9702864,0.0001262184,0.00007611006,0.0003372688,0.01292919,0.00005315944,0.0001428684,0.0001394597,0.00332988,0.01229966],"study_design_scores_gemma":[0.00000658057,0.00005623893,0.9905736,0.00008391756,0.00001907475,0.0001464809,0.007786342,0.00003222506,0.00002990595,0.00001814787,0.001232419,0.00001494667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953856,0.0006363842,0.00001162549,0.0003277458,0.00001272078,0.00005778467,0.001031834,0.000002764543,0.002533572],"genre_scores_gemma":[0.9961372,0.001368777,0.00005454779,0.000137363,0.00001090437,0.00003417664,0.0008658085,0.000001926219,0.001389325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03663641,"threshold_uncertainty_score":0.09890676,"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."}}