{"id":"W2137307321","doi":"10.1177/1754337114527742","title":"Differences in region-specific brain tissue stress and strain due to impact velocity for simulated American football impacts","year":2014,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Concussion; Football; von Mises yield criterion; American football; Deformation (meteorology); Strain (injury); Poison control; Structural engineering; Physical medicine and rehabilitation; Engineering; Finite element method; Injury prevention; Environmental science; Geography; Medicine; Physical therapy; Meteorology; Environmental health","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":[0.0001901693,0.0003116775,0.0002143927,0.0006791121,0.0001941415,0.0003505845,0.0002117648,0.0003120174,0.001430595],"category_scores_gemma":[0.001217142,0.0002355413,0.0002696873,0.0004452963,0.0003186289,0.0002321592,0.0003407042,0.000243837,0.0001539472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149789,"about_ca_system_score_gemma":0.0002725529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004362722,"about_ca_topic_score_gemma":0.005492191,"domain_scores_codex":[0.9998871,0.00002250654,0.000009189695,0.00001974471,0.00003494616,0.00002653644],"domain_scores_gemma":[0.9998025,0.0000837488,0.00004009698,0.00001721185,0.00003656684,0.00001993165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00635628,0.0007624074,0.2502773,0.0002815023,0.0003046239,0.001044779,0.0008610341,0.1880303,0.4645007,0.0006610039,0.0006434564,0.08627664],"study_design_scores_gemma":[0.00003390238,0.00153115,0.8583945,0.00002903452,0.0001039394,0.0006476637,0.0007983999,0.09881442,0.03867783,0.0005409684,0.0003734656,0.00005471669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998403,0.00001922477,0.001287355,0.000009260079,0.00000262084,0.00000970833,0.00007378081,0.0000155857,0.0001795333],"genre_scores_gemma":[0.9991714,0.00002983797,0.0004674971,0.000006797163,0.000001805383,0.00001725964,0.0001095572,0.000006023342,0.0001898464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004362722,"threshold_uncertainty_score":0.008674681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164447117637986,"score_gpt":0.2506269469350775,"score_spread":0.2389824757586977,"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."}}