{"id":"W2514844156","doi":"10.1007/s10900-016-0233-3","title":"Long-Term Effects of Education and Legislation Enforcement on All-Age Bicycle Helmet Use: A Longitudinal Study","year":2016,"lang":"en","type":"article","venue":"Journal of Community Health","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Nova Scotia Department of Health and Wellness","keywords":"Legislation; Enforcement; Poison control; Injury prevention; Observational study; Occupational safety and health; Suicide prevention; Environmental health; Agency (philosophy); Law enforcement; Business; Human factors and ergonomics; Medicine; Longitudinal study; Political science; Law; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002938947,0.00008672799,0.0003772287,0.0002010908,0.0001335183,0.000005164049,0.00007146889,0.00005434498,0.00002023869],"category_scores_gemma":[0.0005516509,0.00005622745,0.00006184018,0.00006579141,0.00004957599,0.0001765506,0.00002861795,0.0004002033,0.000001583858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518152,"about_ca_system_score_gemma":0.0002295659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000543761,"about_ca_topic_score_gemma":0.0002339035,"domain_scores_codex":[0.997429,0.001666563,0.0005547649,0.00004934025,0.0001750147,0.0001253199],"domain_scores_gemma":[0.9978108,0.0009843848,0.0006859186,0.0002567912,0.0001398943,0.0001222455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008977386,0.002498634,0.9263366,0.0003600978,0.0001595204,0.000006587846,0.002023704,0.000001273867,0.0007165255,0.000325972,0.0006887141,0.06598464],"study_design_scores_gemma":[0.001770915,0.009471764,0.9864745,0.001083288,0.00009731634,0.00008095584,0.0001527245,0.000001038005,0.0002546102,0.0004342844,0.0001382954,0.00004037123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954796,0.0003266539,0.001444465,0.001929416,0.0002801449,0.0004410018,0.000001261326,0.000004827381,0.00009259797],"genre_scores_gemma":[0.9983763,0.0003936519,0.0002504624,0.0007255338,0.00009417188,0.000003451668,0.000006304627,0.000006378952,0.0001437443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06594428,"threshold_uncertainty_score":0.2292889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09660339740341305,"score_gpt":0.4473134291130325,"score_spread":0.3507100317096194,"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."}}