{"id":"W2248107487","doi":"","title":"Biomechanical Assessment of Cycling Helmets: the Influence of Headform and Impact Velocity based on Cycling Collisions associated with Injury Claims","year":2015,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cycling; Environmental science; Engineering; Physical medicine and rehabilitation; Geography; Medicine; Forestry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001067153,0.0004364725,0.0003923201,0.0009199744,0.0007104689,0.001074095,0.0006260268,0.0005480207,0.001822116],"category_scores_gemma":[0.006003147,0.0002460451,0.0006092594,0.0008003558,0.0007345119,0.0003438577,0.0006013592,0.0003896245,0.0002842433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570562,"about_ca_system_score_gemma":0.002117244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1740423,"about_ca_topic_score_gemma":0.3162304,"domain_scores_codex":[0.9989486,0.0001676824,0.00009128507,0.0001582488,0.0004379189,0.0001962456],"domain_scores_gemma":[0.9972025,0.0007654377,0.0009649795,0.0001041441,0.0007063678,0.0002564981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003545899,0.00008197824,0.9908931,0.00004518887,0.00007079601,0.0001033437,0.0005154308,0.0002757962,0.001160541,0.00002991668,0.0001188493,0.006350551],"study_design_scores_gemma":[0.000002032019,0.0002212168,0.998229,0.00001592179,0.00002691092,0.00005401283,0.0007553978,0.0003492478,0.0001977728,0.0000153975,0.00012865,0.000004549756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987339,0.0001517443,0.0001604708,0.00005404963,0.000006240437,0.00002449655,0.0001547195,0.000003398751,0.0007110497],"genre_scores_gemma":[0.9989479,0.0001512587,0.0002296159,0.00002214888,0.000006105754,0.00001362724,0.0001580893,0.000002089074,0.0004692268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1740423,"threshold_uncertainty_score":0.3460585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806143856716416,"score_gpt":0.3141608772393088,"score_spread":0.2960994386721446,"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."}}