{"id":"W4387892908","doi":"10.1097/ta.0000000000004172","title":"Firearm injuries treated at trauma centers in the United States","year":2023,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Medical emergency; Occupational safety and health; Injury prevention; Injury surveillance; Gun violence; Poison control; Suicide prevention; Public health; Nursing; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.002253902,0.0001114772,0.0001673403,0.000285805,0.0009950936,0.0001381393,0.0002570816,0.00009093694,0.0000819885],"category_scores_gemma":[0.0005894087,0.00006184026,0.00009456481,0.001074506,0.0009154221,0.0002035159,0.00003266609,0.0004205092,0.00001165641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371452,"about_ca_system_score_gemma":0.00006053326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00673807,"about_ca_topic_score_gemma":0.00473285,"domain_scores_codex":[0.9975042,0.001109884,0.0002983663,0.00009852289,0.0005756156,0.0004133628],"domain_scores_gemma":[0.9982126,0.001102897,0.00005376996,0.0001111436,0.0003772309,0.0001423477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001183732,0.0003325113,0.5658944,0.0002652778,0.00009694971,0.00006966026,0.3744099,0.00008302076,0.0001771286,0.008014088,0.01701444,0.03245897],"study_design_scores_gemma":[0.0008899948,0.001559352,0.5851539,0.0002425513,0.0001511392,0.00004622894,0.3659751,0.0000669817,0.0007763104,0.006771561,0.03808841,0.0002784389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904341,0.0002821791,0.000004785971,0.007869901,0.0001861198,0.0001361849,0.00001815237,0.00002782568,0.001040735],"genre_scores_gemma":[0.9968343,0.002658361,0.000001552658,0.0002188618,0.0001931135,0.000004526581,0.000008474812,0.00000855192,0.00007220545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03218053,"threshold_uncertainty_score":0.9998761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0516574304718771,"score_gpt":0.394886592408673,"score_spread":0.3432291619367959,"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."}}