{"id":"W4386884903","doi":"10.4271/09-11-02-0014","title":"Effect of Torso Boundary Conditions on Spine Kinematic and Injury Responses in Head-First Impact Assessed with a 50th Percentile Male Human Body Model","year":2023,"lang":"en","type":"article","venue":"SAE International Journal of Transportation Safety","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Waterloo","funders":"","keywords":"Torso; Kinematics; Percentile; Hybrid III; Head (geology); Curvature; Mechanics; Poison control; Mathematics; Structural engineering; Simulation; Anatomy; Geology; Geometry; Physics; Engineering; Medicine; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005862314,0.0001577044,0.000400422,0.0007855712,0.0000712606,0.0000201531,0.0001059088,0.00006085945,0.0002442308],"category_scores_gemma":[0.0000459773,0.0001173634,0.0001507951,0.0002262645,0.00008823648,0.000225059,0.000004887057,0.0002230611,0.000003721745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001476248,"about_ca_system_score_gemma":0.0001906853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002832104,"about_ca_topic_score_gemma":0.000163923,"domain_scores_codex":[0.9984208,0.00006361376,0.0006711254,0.0001417125,0.0005727808,0.0001299977],"domain_scores_gemma":[0.9989654,0.0001339905,0.0003821266,0.00009902778,0.0003302065,0.0000892669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08885578,0.003072487,0.4642842,0.002471373,0.003676759,0.003208,0.01071368,0.01943953,0.3895541,0.008651036,0.002464964,0.003608146],"study_design_scores_gemma":[0.004341726,0.004576345,0.9849966,0.001249018,0.0001617179,0.00009124446,0.0001201044,0.001320651,0.002608287,0.000347388,0.00008015652,0.0001067512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978538,0.00002006434,0.000728931,0.0004659121,0.00009456394,0.0002558136,0.0004450401,0.00001688011,0.0001189723],"genre_scores_gemma":[0.9989707,0.00008489731,0.0002185659,0.00006725666,0.00006070756,0.000006955014,0.0003769288,0.00002072788,0.0001933016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5207124,"threshold_uncertainty_score":0.4785939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588796611616572,"score_gpt":0.3670174098573897,"score_spread":0.351129443741224,"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."}}