{"id":"W4223413408","doi":"10.1007/s43678-022-00288-y","title":"Mandatory gunshot wound reporting in Nova Scotia: a pre–post-evaluation of firearm-related injury rates","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Faculty of Medicine, Dalhousie University; Department of Health, Western Cape Government; Nova Scotia Department of Health and Wellness","keywords":"Nova scotia; Medicine; GUNSHOT INJURY; Gunshot wound; Nova (rocket); Emergency medicine; Medical emergency; Surgery; Aeronautics; Archaeology; Engineering; History","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02009956,0.00008969946,0.0002960423,0.0007246605,0.0003108302,0.000005507411,0.0003661877,0.00006629758,0.0443135],"category_scores_gemma":[0.008933982,0.00008042437,0.00008370344,0.001247987,0.0002489262,0.0001881676,0.00001961032,0.0005768425,0.000002942361],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006177755,"about_ca_system_score_gemma":0.006149187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2109594,"about_ca_topic_score_gemma":0.4155689,"domain_scores_codex":[0.9956743,0.0008481566,0.001576607,0.0001420819,0.001342696,0.0004161471],"domain_scores_gemma":[0.996955,0.00008281847,0.001304771,0.0001413729,0.001033801,0.000482267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001039376,0.00008654563,0.8727905,0.0000719898,0.0001249103,0.0002111994,0.07735834,0.000556368,0.003761576,0.0008092656,0.03087266,0.01325275],"study_design_scores_gemma":[0.003651733,0.002958256,0.6754735,0.001466364,0.0004442605,0.00006136154,0.2482032,0.001087435,0.0003246798,0.00943885,0.05617399,0.0007163805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981275,0.002365146,0.000001489481,0.003961663,0.003466792,0.0002802646,0.000008913258,0.000002277538,0.00863842],"genre_scores_gemma":[0.9990878,0.00015348,0.00000706871,0.00003825798,0.0002799415,0.000004297835,0.0000107011,0.00000902789,0.0004094056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2046095,"threshold_uncertainty_score":0.999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2500479887814658,"score_gpt":0.4789541143934125,"score_spread":0.2289061256119467,"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."}}