{"id":"W4200011982","doi":"10.1093/acrefore/9780190632366.013.307","title":"Drowning: Global Burden, Risk Factors, and Prevention Strategies","year":2021,"lang":"en","type":"reference-entry","venue":"Oxford Research Encyclopedia of Global Public Health","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Environmental health; Psychological intervention; Poison control; Injury prevention; Medicine; Suicide prevention; Occupational safety and health; Harm; Global health; Public health; Business; Medical emergency; Environmental planning; Geography; Political 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007679247,0.0005573197,0.001764651,0.0002595262,0.0005284038,0.0001160018,0.0004007283,0.001347323,0.000459165],"category_scores_gemma":[0.005025249,0.0004610102,0.0003913612,0.001339999,0.0006209735,0.0004009181,0.0004768241,0.002488286,0.00001071702],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532498,"about_ca_system_score_gemma":0.02005005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006763028,"about_ca_topic_score_gemma":0.001218145,"domain_scores_codex":[0.9896274,0.004447043,0.001462272,0.001106306,0.001585674,0.001771296],"domain_scores_gemma":[0.9954131,0.0005849709,0.0008751957,0.0008108715,0.001110174,0.001205683],"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":[0.0001945779,0.000387624,0.2440595,0.004176469,0.0005949601,0.00004282184,0.0002009289,9.211353e-7,1.001742e-7,0.02199207,0.2251089,0.5032411],"study_design_scores_gemma":[0.0007947124,0.001818104,0.193586,0.001401584,0.00009802785,0.00007396538,0.001727589,0.00001322703,1.724783e-7,0.01643915,0.7837736,0.0002738895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1004772,0.05874089,0.001222381,0.01172497,0.001733753,0.002321003,0.00239454,0.0001430137,0.8212423],"genre_scores_gemma":[0.03613884,0.9341214,0.001804525,0.0001002209,0.001478635,0.00007959233,0.00494902,0.00004283379,0.02128489],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8753806,"threshold_uncertainty_score":0.9999492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047044138482956,"score_gpt":0.4391122987653535,"score_spread":0.3344078849170579,"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."}}