{"id":"W2342135879","doi":"10.1016/j.aap.2016.03.027","title":"The impact response of traditional and BMX-style bicycle helmets at different impact severities","year":2016,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Poison control; Hybrid III; Impact energy; Engineering; Injury prevention; Forensic engineering; Simulation; Aeronautics; Environmental science; Structural engineering; Medicine; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003204107,0.0004203736,0.0003920233,0.0007742953,0.0003907284,0.0004278423,0.0003450626,0.0007108166,0.007814099],"category_scores_gemma":[0.002597329,0.0002674826,0.0006537791,0.0004916729,0.0002331387,0.0005903699,0.0008766697,0.0004011373,0.0009186481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003574229,"about_ca_system_score_gemma":0.0002535146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007425501,"about_ca_topic_score_gemma":0.008225052,"domain_scores_codex":[0.9995889,0.00005267854,0.000026348,0.00005433187,0.00008303368,0.0001946928],"domain_scores_gemma":[0.9988399,0.0003579813,0.0002076229,0.0000646435,0.0003533553,0.0001764619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01552436,0.0006590682,0.9245593,0.000166284,0.0002918417,0.0005122122,0.001263292,0.002511643,0.03029651,0.00012162,0.0003900023,0.02370377],"study_design_scores_gemma":[0.000008163986,0.0008589951,0.99646,0.000008268505,0.00003769819,0.00008131138,0.000891784,0.0002615097,0.00119902,0.00003086594,0.0001555811,0.000006837542],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987354,0.00008305602,0.00006328381,0.00001485459,0.000006172762,0.00001407229,0.0002152564,0.000004705677,0.000863136],"genre_scores_gemma":[0.9988249,0.00004765805,0.0000248239,0.00001541138,0.000004848236,0.000009916989,0.0002532454,0.000002932592,0.0008162147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007814099,"threshold_uncertainty_score":0.02614081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908007258184627,"score_gpt":0.3497708822833758,"score_spread":0.3206908097015296,"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."}}