{"id":"W4389265156","doi":"10.1016/j.amjmed.2023.11.016","title":"Mental Illness and Gun Violence in the United States, Australia, and United Kingdom: Clinical and Public Health Challenges","year":2023,"lang":"en","type":"editorial","venue":"The American Journal of Medicine","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Food and Drug Administration; University of British Columbia","keywords":"Gun violence; Suicide prevention; Occupational safety and health; Poison control; Injury prevention; Public health; Medicine; Kingdom; Medical emergency; Human factors and ergonomics; Mental illness; Gun control; Criminology; Environmental health; Political science; Psychiatry; Mental health; Law; Psychology; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01600109,0.003673149,0.005988973,0.005694602,0.004674389,0.01163944,0.004685254,0.02346683,0.007917929],"category_scores_gemma":[0.05640399,0.001593713,0.003627684,0.0043517,0.003455612,0.006038795,0.002162457,0.02523126,0.003306617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005973904,"about_ca_system_score_gemma":0.01030189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01601999,"about_ca_topic_score_gemma":0.03773307,"domain_scores_codex":[0.9925053,0.001761562,0.001410399,0.0006644559,0.003212009,0.0004461762],"domain_scores_gemma":[0.9249826,0.04831995,0.002834796,0.0007684638,0.01768182,0.005412387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004101981,0.00001448303,0.0001371954,0.0005997127,0.0000709088,0.0001267638,0.00004443856,0.00001997332,0.00001330828,0.0002541159,0.9937609,0.004917275],"study_design_scores_gemma":[0.0003590913,0.0000917483,0.004120814,0.007143573,0.0008523373,0.0007425984,0.0009073832,0.0004875144,0.0001092824,0.002925365,0.9821554,0.0001048456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006122101,0.0141171,0.00004045073,0.05156703,0.9334576,0.00001453827,0.00008927403,0.00001635399,0.0006363475],"genre_scores_gemma":[0.0005999785,0.01011727,0.0000501379,0.02025908,0.9673824,0.00002180165,0.00003843289,0.0000154759,0.001515448],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02346683,"threshold_uncertainty_score":0.08462286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2647684666023829,"score_gpt":0.4999689635408205,"score_spread":0.2352004969384376,"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."}}