{"id":"W4366816443","doi":"10.1007/s10439-023-03198-x","title":"Evaluating the Intracranial Pressure Biofidelity and Response Repeatability of a Physical Head-Brain Model in Frontal Impacts","year":2023,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Glenrose Rehabilitation Hospital; Alberta Health Services; University of British Columbia; University of Victoria; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Hybrid III; Kinematics; Head (geology); Cadaveric spasm; Intracranial pressure; Repeatability; Cadaver; Mechanics; Angular acceleration; Mathematics; Poison control; Geology; Acceleration; Surgery; Physics; Medicine; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.002944471,0.0001347103,0.0004130088,0.0002131551,0.000027261,0.000005146312,0.0001021731,0.0001064014,0.000009487007],"category_scores_gemma":[0.00294521,0.00009645379,0.0001024288,0.0004485861,0.0001886803,0.00006455661,0.0001212578,0.0002629875,0.000001378834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001603093,"about_ca_system_score_gemma":0.0001273896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005786548,"about_ca_topic_score_gemma":0.000002742167,"domain_scores_codex":[0.9985197,0.00009904789,0.0004292106,0.0002348499,0.0004388761,0.0002782918],"domain_scores_gemma":[0.998808,0.0005961612,0.00008360576,0.000281245,0.00008772675,0.000143272],"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":[0.003133435,0.0004492122,0.0005274737,0.0009770127,0.0001559697,0.0000372972,0.005178996,0.002075556,0.96675,0.0004451588,0.0003017515,0.01996819],"study_design_scores_gemma":[0.0007774121,0.001206645,0.04697209,0.000264265,0.00003481465,0.000008096044,0.0001128073,0.9387023,0.01124889,0.0005214726,0.00006055995,0.0000906312],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952749,0.0001672545,0.0009764615,0.003142319,0.00003368972,0.0002611983,0.00008842047,0.00005018803,0.000005553669],"genre_scores_gemma":[0.9992266,0.0000200464,0.0005133206,0.0001035176,0.00007786469,0.0000099356,0.00001585972,0.00001470077,0.00001817235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9555011,"threshold_uncertainty_score":0.3933271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08708286976745722,"score_gpt":0.4088333417141654,"score_spread":0.3217504719467082,"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."}}