{"id":"W4408051713","doi":"10.1007/s10439-025-03697-z","title":"Head Response and Cervical Spine Injuries in an Oblique Lateral Helmeted Head Impact","year":2025,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Oblique case; Head (geology); Cervical spine; Cervical vertebrae; Medicine; Orthodontics; Anatomy; Geology; Physical medicine and rehabilitation; Surgery","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":[0.0006456858,0.0001888804,0.0004785245,0.0008136422,0.00002449984,0.00001653257,0.00009425704,0.0002030087,0.00006291826],"category_scores_gemma":[0.0003295174,0.0001593236,0.00008961483,0.0006176954,0.0001211122,0.0001161829,0.0000821709,0.000279874,0.000002172678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003564049,"about_ca_system_score_gemma":0.0001285877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006583767,"about_ca_topic_score_gemma":0.00001323548,"domain_scores_codex":[0.9987112,0.00005994096,0.0004307652,0.0002490512,0.000208394,0.0003406821],"domain_scores_gemma":[0.9992915,0.00009133483,0.00004131328,0.0002206154,0.00008676199,0.0002684455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01072359,0.001986694,0.01874959,0.002195979,0.0006105477,0.000443866,0.001965104,0.00005369539,0.9128177,0.007216527,0.001345918,0.0418908],"study_design_scores_gemma":[0.002178627,0.004092355,0.9386359,0.001222712,0.00003685036,0.00002595743,0.00004509439,0.01773008,0.03125787,0.0005723792,0.003917569,0.0002845848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941173,0.0005065936,0.00137447,0.003615708,0.00009081388,0.0001701811,0.00002725705,0.00007440789,0.00002326632],"genre_scores_gemma":[0.9984112,0.0000787535,0.0006464088,0.000657396,0.00006074588,0.000008134204,0.00003829051,0.00001750698,0.0000815247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9198864,"threshold_uncertainty_score":0.6497027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03031851827917414,"score_gpt":0.3757680650607863,"score_spread":0.3454495467816122,"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."}}