{"id":"W2985418189","doi":"10.1115/1.4045403","title":"Could a Compliant Foam Anvil Characterize the Biofidelic Impact Response of Equestrian Helmets?","year":2019,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Sports injuries and prevention","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; St. Michael's Hospital","funders":"","keywords":"Stiffness; Kinematics; Hybrid III; Linear relationship; Environmental science; Structural engineering; Engineering; Poison control; Geotechnical engineering; Mathematics; Physics","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":[0.00141955,0.0001324709,0.0004600184,0.0002118937,0.00001710186,0.00001568968,0.0001436314,0.0001040953,0.0002873361],"category_scores_gemma":[0.000238124,0.00007905321,0.0003313521,0.0003380797,0.00001756662,0.00009370245,0.00003752646,0.0003210996,0.000009154255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008466517,"about_ca_system_score_gemma":0.0001126264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001368867,"about_ca_topic_score_gemma":1.548888e-7,"domain_scores_codex":[0.9986843,0.00003414629,0.0006674412,0.00009257986,0.0003296732,0.0001918245],"domain_scores_gemma":[0.9989107,0.0001431326,0.0003753937,0.0002509292,0.0001710453,0.0001488209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002293084,0.00008306772,0.0003933262,0.00007426635,0.0001808914,0.00004782101,0.00004756807,0.00009892796,0.9942861,0.0001411004,0.0001116048,0.002242279],"study_design_scores_gemma":[0.01442964,0.02267695,0.404752,0.005835123,0.001158525,0.008083911,0.0005092746,0.05275062,0.4376952,0.0004077784,0.05059982,0.001101205],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935911,0.0003260091,0.004225844,0.001071544,0.0005530991,0.0001915658,0.00001394793,0.00001354633,0.00001334444],"genre_scores_gemma":[0.9987585,0.00007350226,0.000798809,0.00008892213,0.000187094,0.000001116883,0.000003757753,0.00002028639,0.0000680419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5565909,"threshold_uncertainty_score":0.3223696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717831077786226,"score_gpt":0.2913920401812055,"score_spread":0.2742137294033432,"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."}}