{"id":"W4205197451","doi":"10.1007/s10439-022-02914-3","title":"Head Impact Exposure and Biomechanics in University Varsity Women’s Soccer","year":2022,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Percentile; Biomechanics; Mouthpiece; Kinematics; Sports biomechanics; Physical medicine and rehabilitation; Athletes; Simulation; Aeronautics; Physical therapy; Engineering; Medicine; Mathematics; Statistics; Anatomy","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":[0.0008279544,0.00009814993,0.0002802623,0.0005009844,0.00004146019,0.000003818308,0.0001196924,0.00006548232,0.0004921171],"category_scores_gemma":[0.0001504189,0.00009816464,0.00006118974,0.0007064727,0.00006728018,0.00005179274,0.000212564,0.0003520481,0.000001779276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576641,"about_ca_system_score_gemma":0.0001146534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020694,"about_ca_topic_score_gemma":0.000001223438,"domain_scores_codex":[0.9987933,0.00004555505,0.0001835131,0.0001736729,0.0004447352,0.0003592093],"domain_scores_gemma":[0.9993489,0.0001180699,0.00003151094,0.0001685639,0.00003395507,0.000298998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007148899,0.007647011,0.04942544,0.006569385,0.002900121,0.005161052,0.0275246,0.002137503,0.4919442,0.005805837,0.01858473,0.3751512],"study_design_scores_gemma":[0.01964634,0.01754554,0.663391,0.0008736181,0.0001014331,0.0009257752,0.01135398,0.1814041,0.00939644,0.001176112,0.09252571,0.001659979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974383,0.0001712969,0.0003950417,0.001655834,0.00005641539,0.000143082,0.00006362095,0.00003648179,0.00003991799],"genre_scores_gemma":[0.9994051,0.00005665993,0.0003186856,0.0001017865,0.00002245535,0.000004493773,0.00001363795,0.0000120536,0.00006514352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6139655,"threshold_uncertainty_score":0.5388337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05879635830289377,"score_gpt":0.3375715609386361,"score_spread":0.2787752026357423,"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."}}