{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00331184,0.00008994776,0.0002183136,0.0004600879,0.001647842,0.00006657252,0.0001866839,0.00009452129,0.00003583129],"category_scores_gemma":[0.00003615071,0.00008335654,0.00003893291,0.0003253057,0.0003528242,0.0002530741,0.00005939654,0.0008454847,2.770141e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050993,"about_ca_system_score_gemma":0.001103328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5788226,"about_ca_topic_score_gemma":0.8141126,"domain_scores_codex":[0.9981511,0.0009435762,0.0002767143,0.00006676382,0.0001918365,0.0003700021],"domain_scores_gemma":[0.9991934,0.0001324714,0.0001042623,0.0001013101,0.00005820661,0.0004103707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000100808,0.00008688342,0.078867,0.00008488972,0.00004856111,0.000004866409,0.3493335,4.862237e-7,0.000007502073,0.0109405,0.001841811,0.5586832],"study_design_scores_gemma":[0.0003537408,0.00009208349,0.1160906,0.0001916878,0.000007777478,0.00001139277,0.1058082,0.0000113488,0.000001018749,0.0004543976,0.7769065,0.0000711777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7109281,0.0178566,0.000008522607,0.08415797,0.0006612105,0.0002818398,0.000005309996,0.00002066719,0.1860797],"genre_scores_gemma":[0.9636103,0.03479012,0.00004167462,0.0006465818,0.0001223026,0.00000120577,0.000003100931,0.000004278097,0.0007804515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7750647,"threshold_uncertainty_score":0.9996518,"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."}}