{"id":"W2118342208","doi":"10.1177/1754337112436901","title":"Comparison between Hybrid III and Hodgson–WSU headforms by linear and angular dynamic impact response","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Ontario Neurotrauma Foundation; University of Ottawa","funders":"","keywords":"Hybrid III; Angular acceleration; Repeatability; Acceleration; Head (geology); Accelerometer; Computer science; Simulation; Poison control; Physics; Mathematics; Geology; Statistics; Medicine; Classical mechanics; Medical emergency","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":[0.0004308755,0.000535329,0.0003276015,0.001618342,0.0001454373,0.000505131,0.0002345867,0.0003468316,0.00287186],"category_scores_gemma":[0.002031525,0.0002163651,0.0003691213,0.0006695977,0.000443266,0.0004627418,0.0006130925,0.0001579719,0.0005558385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686418,"about_ca_system_score_gemma":0.0001556013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555099,"about_ca_topic_score_gemma":0.002916055,"domain_scores_codex":[0.9998016,0.0000366202,0.00002866162,0.00002643375,0.00007104855,0.00003578653],"domain_scores_gemma":[0.9992561,0.0002388214,0.00007849393,0.00007714555,0.0002388387,0.0001106361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005529606,0.0002685315,0.3552189,0.0004079528,0.0002779452,0.001330131,0.001859965,0.01758682,0.232361,0.001563203,0.00324054,0.3803554],"study_design_scores_gemma":[0.00006653294,0.002091123,0.9271994,0.00006535766,0.00009293096,0.003595438,0.001639603,0.02857161,0.03167365,0.0008422217,0.004056413,0.0001057282],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856635,0.0000965346,0.01119074,0.0000269918,0.00002463324,0.00005886058,0.0003449341,0.00009186061,0.002501765],"genre_scores_gemma":[0.9937897,0.00007033199,0.004372939,0.0000332106,0.000007338706,0.00004976542,0.0004227798,0.00003169189,0.00122209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00287186,"threshold_uncertainty_score":0.009607375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009162502246400177,"score_gpt":0.2655556719419876,"score_spread":0.2563931696955874,"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."}}