{"id":"W1545749404","doi":"10.4271/2010-22-0003","title":"Estimating the Influence of Neckform Compliance on Brain Tissue Strain During a Helmeted Impact","year":2010,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Ontario Neurotrauma Foundation; University of Ottawa","funders":"","keywords":"Percentile; Hybrid III; Strain (injury); Soft tissue; Compliance (psychology); Grey matter; Balance (ability); Medicine; White matter; Nuclear medicine; Mathematics; Physical medicine and rehabilitation; Anatomy; Surgery; Poison control; Statistics; Psychology; Radiology","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":[0.0002697287,0.0003808019,0.0002635291,0.0003933723,0.0001378812,0.0003132513,0.0002338291,0.0003003265,0.001032043],"category_scores_gemma":[0.00159246,0.0002257542,0.0002275318,0.0002594519,0.0002863382,0.0002041665,0.0003903301,0.0002023525,0.000203362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002012116,"about_ca_system_score_gemma":0.0002647402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003783182,"about_ca_topic_score_gemma":0.006034995,"domain_scores_codex":[0.9997726,0.00003352147,0.00001676642,0.00004713231,0.00009286813,0.00003715216],"domain_scores_gemma":[0.9994854,0.00024636,0.0001212389,0.00003438261,0.00007506759,0.00003749471],"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":[0.001938875,0.0001551156,0.1832414,0.000176384,0.0001330245,0.0006050532,0.0003818507,0.0216553,0.7475163,0.00007354794,0.00007947849,0.04404365],"study_design_scores_gemma":[0.0000108145,0.001241106,0.9234203,0.00001862786,0.00004772282,0.0003273243,0.0002850498,0.01206791,0.06232293,0.00006026807,0.0001772016,0.00002068055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977653,0.0000242248,0.00195863,0.000004369074,0.000001781365,0.000009518793,0.00005541501,0.000009641161,0.0001711419],"genre_scores_gemma":[0.9979817,0.00005188423,0.001476171,0.000007494632,0.000001788739,0.00001330844,0.0001068352,0.000007277762,0.000353561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003783182,"threshold_uncertainty_score":0.007522345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952204554534019,"score_gpt":0.3188285402662907,"score_spread":0.2993064947209505,"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."}}