{"id":"W4382651876","doi":"10.1016/j.gpeds.2023.100070","title":"The epidemic of gun violence: It's time to stop the loss of young lives","year":2023,"lang":"en","type":"article","venue":"Global Pediatrics","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Gun violence; Computer security; Criminology; Medical emergency; Poison control; Suicide prevention; Psychology; Medicine; Computer science","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":[0.00372946,0.00008628278,0.0001530659,0.00005310643,0.0004731943,0.00004291439,0.00103517,0.00008127028,0.0001001282],"category_scores_gemma":[0.002665455,0.0000507594,0.0001045357,0.002316354,0.000510505,0.00007626143,0.0002183437,0.0001423906,0.0007049227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008528451,"about_ca_system_score_gemma":0.0004434772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002929579,"about_ca_topic_score_gemma":0.0004828126,"domain_scores_codex":[0.9976631,0.0003765211,0.0002844107,0.0001755172,0.0009482242,0.0005522416],"domain_scores_gemma":[0.9981434,0.001041842,0.0001213748,0.0002943519,0.000258581,0.0001404337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001158981,0.0001056947,0.6397277,0.0001236177,0.00005522193,0.00001933068,0.02226727,0.0003876922,0.00008313902,0.0358258,0.1955574,0.1057312],"study_design_scores_gemma":[0.0009392424,0.0007496164,0.5199943,0.0003304341,0.0002514849,0.000007367614,0.2378852,0.0007647095,0.0001907119,0.0829526,0.1548374,0.001096844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584354,0.001484717,0.00003013873,0.01376949,0.00050476,0.0005890632,0.0001141937,0.00007358905,0.02499867],"genre_scores_gemma":[0.9898062,0.008284052,0.0000206967,0.00009306843,0.0004162188,0.0000123116,0.000001915936,0.000005016454,0.001360573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.215618,"threshold_uncertainty_score":0.906059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03057668345603291,"score_gpt":0.3650781129583317,"score_spread":0.3345014295022988,"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."}}