{"id":"W4312094332","doi":"10.1093/brain/awac485","title":"The biomechanical signature of loss of consciousness: computational modelling of elite athlete head injuries","year":2022,"lang":"en","type":"review","venue":"Brain","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Ontario Neurotrauma Foundation; University of Ottawa","funders":"UK Dementia Research Institute; Imperial College London; National Institute for Health and Care Research; Wellcome Trust","keywords":"Concussion; Consciousness; Physical medicine and rehabilitation; Football; Poison control; Psychology; Injury prevention; Medicine; Neuroscience; Medical emergency; History","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":[0.001929893,0.0002758589,0.001929963,0.0003283537,0.00009406453,0.000009072481,0.0004957873,0.0002776427,0.0002127347],"category_scores_gemma":[0.0007471792,0.000185702,0.0006036537,0.0007974101,0.0006927872,0.00002871575,0.0002445738,0.000812141,0.000004278055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008070026,"about_ca_system_score_gemma":0.001161226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002441354,"about_ca_topic_score_gemma":0.000002524355,"domain_scores_codex":[0.9962507,0.0005648058,0.001412134,0.0003213722,0.001167894,0.0002830249],"domain_scores_gemma":[0.9920302,0.006262352,0.0007728484,0.0005854098,0.0002591117,0.00009006889],"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":[0.0002744951,0.0002827455,0.000005907219,0.05596954,0.001019936,0.00001955765,0.0005340525,0.0002729124,0.00003746801,0.01889521,0.002084525,0.9206036],"study_design_scores_gemma":[0.0008301408,0.0005194134,0.000005884007,0.01555841,0.0004588205,0.00007748602,0.000174015,0.002959891,0.00002690761,0.004480998,0.9746662,0.0002418417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002201094,0.9938813,0.002916657,0.0005334423,0.0001290243,0.001305203,0.0007327021,0.00002117439,0.0002604108],"genre_scores_gemma":[0.001709067,0.9942716,0.003007374,0.00006680906,0.00008547017,0.00009915425,0.000375308,0.00007242787,0.0003128226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9725817,"threshold_uncertainty_score":0.7572709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1482060152221314,"score_gpt":0.4008200347025576,"score_spread":0.2526140194804262,"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."}}