{"id":"W4366350979","doi":"10.1016/j.jmbbm.2023.105859","title":"Influence of surrogate scalp material and thickness on head impact responses: Toward a biofidelic head-brain physical model","year":2023,"lang":"en","type":"article","venue":"Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Defence Research and Development Canada; Alberta Health Services; University of British Columbia; Glenrose Rehabilitation Hospital; University of Victoria; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Defence Research and Development Canada","keywords":"Head (geology); Scalp; Materials science; Medicine; Biomedical engineering; Orthodontics; Surgery; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009023038,0.001028993,0.005080854,0.001642779,0.0001670604,0.0001000373,0.001952595,0.001362389,0.0006955345],"category_scores_gemma":[0.003306202,0.000636308,0.001566339,0.001392243,0.001921325,0.0004163924,0.001071453,0.001202758,0.00001662596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003302619,"about_ca_system_score_gemma":0.00147693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008902072,"about_ca_topic_score_gemma":0.000001584653,"domain_scores_codex":[0.9847536,0.001468849,0.007138144,0.0007320278,0.004747879,0.001159518],"domain_scores_gemma":[0.9885695,0.0009900578,0.006104758,0.001043214,0.001733372,0.001559092],"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":[0.0139776,0.003999285,0.00007025324,0.0007996417,0.0003721856,0.0006166658,0.0002748203,0.000005856685,0.9767337,0.0009138305,0.0003733352,0.001862809],"study_design_scores_gemma":[0.007224143,0.01876196,0.008154446,0.003758142,0.002485455,0.002405663,0.0001932135,0.0000874359,0.9529448,0.003361621,0.00006927988,0.0005538695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901346,0.00005185706,0.0003397907,0.002971805,0.002856051,0.001140722,0.00245446,0.00004963464,0.000001081317],"genre_scores_gemma":[0.996439,0.0002278451,0.00189327,0.0002369876,0.0009354847,0.00003564527,0.00005537813,0.0001477502,0.00002862998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02378895,"threshold_uncertainty_score":0.9999341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04428808437648767,"score_gpt":0.3606320192939148,"score_spread":0.3163439349174271,"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."}}