{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002943095,0.0001069952,0.0005584682,0.0003945944,0.0001996433,0.00001169562,0.0004798587,0.00006600133,0.0003268263],"category_scores_gemma":[0.002041531,0.00007842969,0.00009881052,0.0005600668,0.003916076,0.00009341335,0.0000439291,0.0004616839,0.00001692665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108832,"about_ca_system_score_gemma":0.0006707142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121998,"about_ca_topic_score_gemma":0.0002917731,"domain_scores_codex":[0.997567,0.0007004696,0.0004800461,0.000163249,0.0006109555,0.0004782619],"domain_scores_gemma":[0.9981254,0.0006041807,0.0003761123,0.0001919478,0.0004723829,0.0002300021],"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":[0.0002159965,0.00007968089,0.01469683,0.00001395347,0.00008354484,0.0003474921,0.02449002,0.000001507091,0.001564037,0.05691135,0.01909832,0.8824973],"study_design_scores_gemma":[0.004763505,0.01134807,0.09572434,0.001945641,0.0005315493,0.0005125565,0.2335131,0.00001812207,0.001897443,0.09555976,0.5535091,0.0006769075],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7297321,0.0009089842,0.002924044,0.2071324,0.001548188,0.0001883374,0.000001800226,0.00002818506,0.05753594],"genre_scores_gemma":[0.990977,0.0009014634,0.001826966,0.004193224,0.0007629428,0.00000243774,7.22372e-7,0.000006792156,0.001328474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8818204,"threshold_uncertainty_score":0.9987947,"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."}}