{"id":"W1004387921","doi":"10.1520/stp48860s","title":"The Acceleration-Axonal Strain Relationship and mTBI: Future Directions for Head Protection","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Head (geology); Strain (injury); Acceleration; Psychology; Physical medicine and rehabilitation; Neuroscience; Physics; Medicine; Biology; Anatomy; Classical mechanics","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":[0.0003783379,0.0007528375,0.000563089,0.000723194,0.0003593906,0.001581752,0.0008759538,0.001451148,0.03491191],"category_scores_gemma":[0.000554117,0.0002552655,0.0003598011,0.0008752992,0.0009093077,0.003326419,0.000865139,0.001961045,0.009345519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009340063,"about_ca_system_score_gemma":0.0009469096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002281474,"about_ca_topic_score_gemma":0.005030843,"domain_scores_codex":[0.9999076,0.00002151592,0.000005965566,0.00001641193,0.00003922376,0.00000929252],"domain_scores_gemma":[0.9996436,0.0002251451,0.00001957984,0.00001184183,0.00006729888,0.00003258348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008229869,0.0001574845,0.0008074127,0.001605369,0.0000170704,0.0003638083,0.0005050718,0.000946885,0.001438272,0.07509337,0.412052,0.5069309],"study_design_scores_gemma":[0.000008986218,0.00007022332,0.002389549,0.0006758384,0.00001091128,0.0009507509,0.0002900456,0.0004741217,0.0002221114,0.03488232,0.9600039,0.00002126047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003014072,0.6605741,0.00975262,0.03517367,0.01059913,0.00008697453,0.0002690787,0.000303559,0.2802268],"genre_scores_gemma":[0.01241099,0.3777501,0.0105706,0.009019616,0.007235462,0.00009724834,0.0003137181,0.0001343232,0.582468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03491191,"threshold_uncertainty_score":0.116792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07242515819238157,"score_gpt":0.3051859763162896,"score_spread":0.232760818123908,"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."}}