{"id":"W4297327881","doi":"10.1016/j.sipas.2022.100130","title":"Social vulnerability index and firearms: How neighborhood health disparities affect trauma outcomes","year":2022,"lang":"en","type":"article","venue":"Surgery in Practice and Science","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Social vulnerability; Socioeconomic status; Demography; Injury prevention; Poison control; Logistic regression; Healthcare Cost and Utilization Project; Occupational safety and health; Vulnerability (computing); Environmental health; Health care; Population; Psychiatry; Internal medicine; Psychological intervention; Computer security","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":[0.01788056,0.0001051568,0.0002674763,0.000256035,0.003780946,0.000459883,0.0002653595,0.00004021189,0.00003924075],"category_scores_gemma":[0.005129015,0.00009499944,0.00004373852,0.001275284,0.001787523,0.001779154,0.0002206901,0.0004981297,8.724359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002474579,"about_ca_system_score_gemma":0.001355606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009020183,"about_ca_topic_score_gemma":0.0016238,"domain_scores_codex":[0.9957828,0.001629686,0.000185524,0.0004455147,0.001217196,0.0007393132],"domain_scores_gemma":[0.9956678,0.003763586,0.0001294041,0.0001337579,0.00007687559,0.0002286303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003919347,0.0001265874,0.9053114,0.0000223638,0.000004660125,0.00001121061,0.01561722,0.000001349876,0.000006568419,0.009220649,0.0003491001,0.06928968],"study_design_scores_gemma":[0.0001968259,0.0000797102,0.8802291,0.00001362215,0.000005134872,0.000008624965,0.107053,0.0001469078,0.000005651563,0.002941696,0.009107903,0.0002118097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867472,0.0004636599,0.000008595297,0.1098711,0.0002223018,0.0002443137,0.000007365752,0.00002900781,0.002406422],"genre_scores_gemma":[0.998137,0.0005872657,0.00001634185,0.001000032,0.0000481125,0.00005071118,9.761604e-7,0.000004690387,0.0001548663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1113898,"threshold_uncertainty_score":0.9975789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0884569728414607,"score_gpt":0.4278219180746275,"score_spread":0.3393649452331668,"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."}}