{"id":"W3199841829","doi":"10.3389/fbioe.2021.681134","title":"Sex, Age and Stature Affects Neck Biomechanical Responses in Frontal and Rear Impacts Assessed Using Finite Element Head and Neck Models","year":2021,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Percentile; Context (archaeology); Medicine; Biomechanics; Hybrid III; Population; Orthodontics; Poison control; Physical medicine and rehabilitation; Anatomy; Mathematics; Geology; 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":[0.0002048408,0.000254737,0.0005477159,0.0006740174,0.00005898051,0.00004174124,0.00004604454,0.0005617333,0.000001988557],"category_scores_gemma":[0.00009167694,0.0002441094,0.00002431336,0.0003459436,0.0001513901,0.00009902036,0.0001811951,0.0004840712,1.01336e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009503166,"about_ca_system_score_gemma":0.0000522645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004492109,"about_ca_topic_score_gemma":0.00005179993,"domain_scores_codex":[0.9987035,0.00004258825,0.0002366042,0.0005022658,0.0001014711,0.000413541],"domain_scores_gemma":[0.9995663,0.00004184491,0.00004759231,0.0001959228,0.00001662137,0.0001317463],"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":[0.001288953,0.0004259703,0.02527069,0.001328907,0.0003352706,0.005169461,0.001555677,0.0001241873,0.9279744,0.003086668,0.0004154731,0.03302433],"study_design_scores_gemma":[0.01478699,0.004484163,0.04503923,0.002689717,0.0002789717,0.001739531,0.004392873,0.7047993,0.2105878,0.006399584,0.003106909,0.001694883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730546,0.008138133,0.01761992,0.0006536921,0.0001510926,0.0002493086,0.00004054814,0.00008604478,0.000006699356],"genre_scores_gemma":[0.957036,0.00431513,0.03841912,0.0001049282,0.00002586848,0.000005803816,0.00002416275,0.00002750714,0.00004153734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7173866,"threshold_uncertainty_score":0.9954492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856294546547408,"score_gpt":0.2663683394633415,"score_spread":0.2478053939978675,"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."}}