{"id":"W4408658545","doi":"10.35502/jcswb.414","title":"Safeguard programs and mandatory mental health checks in Canadian police agencies: history, trends, and future directions","year":2025,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Psychological Association","funders":"","keywords":"Safeguard; Mental health; Business; Psychology; Political science; Computer security; Computer science; Law; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002975791,0.0003440095,0.0005083498,0.004705452,0.003805284,0.003139054,0.002233189,0.001144778,0.004164464],"category_scores_gemma":[0.01348189,0.0004124831,0.0004719248,0.0117531,0.003293283,0.002057638,0.00163465,0.00333777,0.0001501327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06519923,"about_ca_system_score_gemma":0.1171614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9849322,"about_ca_topic_score_gemma":0.9886896,"domain_scores_codex":[0.99633,0.0002465378,0.0002287858,0.0003963375,0.001367616,0.001430735],"domain_scores_gemma":[0.9779856,0.00284784,0.005158851,0.000489278,0.009195274,0.0043231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003609471,0.0002526716,0.4873935,0.002055626,0.0001041946,0.0004042435,0.01786725,0.0004538665,0.0005808824,0.01441491,0.01900356,0.4571084],"study_design_scores_gemma":[0.00001433781,0.00009975874,0.924559,0.001648153,0.00006259303,0.0002385313,0.01685467,0.0002971301,0.0002732937,0.0005476548,0.05533572,0.00006909624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7047764,0.1756148,0.001348356,0.07185699,0.0008252775,0.0002172645,0.004923574,0.0002808524,0.04015652],"genre_scores_gemma":[0.9259304,0.0663357,0.001013157,0.00235689,0.0002005588,0.00006284832,0.001239501,0.00003437925,0.002826635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06519923,"threshold_uncertainty_score":0.4730558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310001130879898,"score_gpt":0.3325010593532772,"score_spread":0.3094010480444782,"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."}}