{"id":"W4411092420","doi":"10.1097/paf.0000000000001052","title":"When One’s Not Enough","year":2025,"lang":"en","type":"article","venue":"American Journal of Forensic Medicine & Pathology","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Medicine; Torso; Gunshot wound; GUNSHOT INJURY; Muzzle; Poison control; Population; Injury prevention; Surgery; Demography; Emergency medicine; Anatomy; Archaeology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004034077,0.0004977007,0.0007748991,0.0009209448,0.005855551,0.006250822,0.001475506,0.005864032,0.01804214],"category_scores_gemma":[0.03447697,0.000381675,0.0008209645,0.0006322408,0.005074759,0.009275609,0.004454971,0.009228734,0.007719187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002282133,"about_ca_system_score_gemma":0.005384578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005171986,"about_ca_topic_score_gemma":0.01134987,"domain_scores_codex":[0.9941175,0.001880276,0.0003714371,0.0005678789,0.001716835,0.001346061],"domain_scores_gemma":[0.9888697,0.001440493,0.001159522,0.0006163965,0.004080676,0.003833287],"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":[0.0002038247,0.0002386271,0.04724856,0.0005418875,0.0001604069,0.01838256,0.03766426,0.000151291,0.001673253,0.0181228,0.6729547,0.2026579],"study_design_scores_gemma":[0.00003574837,0.000261375,0.009510697,0.002352712,0.00008484786,0.03063156,0.1290719,0.0002452809,0.0008035522,0.02772041,0.7990615,0.0002202865],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09498187,0.02225139,0.005639356,0.7107093,0.0284034,0.0002076441,0.0004862499,0.0006536208,0.1366673],"genre_scores_gemma":[0.4947951,0.01549577,0.007670171,0.3595726,0.005117218,0.0002165345,0.0005655068,0.0005128127,0.1160542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01804214,"threshold_uncertainty_score":0.06035697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04464273311266055,"score_gpt":0.3832214160525509,"score_spread":0.3385786829398904,"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."}}