{"id":"W4286559721","doi":"10.1007/s10439-022-02999-w","title":"Use of Brain Biomechanical Models for Monitoring Impact Exposure in Contact Sports","year":2022,"lang":"en","type":"review","venue":"Annals of Biomedical Engineering","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; National Science Foundation","keywords":"Kinematics; Context (archaeology); Biomechanics; Poison control; Physical medicine and rehabilitation; Neuroimaging; Traumatic brain injury; Computer science; Acceleration; Concussion; Simulation; Injury prevention; Medicine; Psychology; Neuroscience; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009779913,0.0004923862,0.002821109,0.001389159,0.0000248496,0.0000102189,0.0002584345,0.0005222671,0.0001541858],"category_scores_gemma":[0.0006015678,0.0004162157,0.001237557,0.0008581676,0.00004613796,0.0001383063,0.000158851,0.0005922291,6.632864e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302098,"about_ca_system_score_gemma":0.000371895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000315598,"about_ca_topic_score_gemma":2.139238e-7,"domain_scores_codex":[0.9967244,0.00005135756,0.001510817,0.0004606265,0.0007057805,0.0005470792],"domain_scores_gemma":[0.9978109,0.0008204118,0.0004877183,0.0004640875,0.00009628147,0.0003205989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001748652,0.0007005452,0.000008297799,0.03744788,0.0009463803,0.0001911319,0.0001499752,0.00008106682,0.0008608081,0.0009867055,0.0006488023,0.9578035],"study_design_scores_gemma":[0.001091796,0.003810383,0.00004254756,0.03142157,0.0006704772,0.0001043507,0.00003355401,0.007986965,0.0005507212,0.0002011697,0.9533253,0.0007611128],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001825685,0.9887797,0.006327352,0.00007116926,0.000580556,0.001550525,0.0007787579,0.00007882252,0.000007415427],"genre_scores_gemma":[0.008697703,0.9890119,0.001232054,0.00002742524,0.000272709,0.000146501,0.0004402057,0.0001320914,0.00003934496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9570425,"threshold_uncertainty_score":0.999829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1860781520103437,"score_gpt":0.3960477192141726,"score_spread":0.2099695672038289,"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."}}