{"id":"W4283394328","doi":"10.3389/fneur.2022.854396","title":"Mild Traumatic Brain Injury Results in Significant and Lasting Cortical Demyelination","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; National Institutes of Health; Genentech; IXICO; H. Lundbeck A/S; Servier; Eisai; F. Hoffmann-La Roche; Biogen; BioClinica; U.S. Department of Defense; Meso Scale Diagnostics; Alzheimer's Disease Neuroimaging Initiative; Novartis Pharmaceuticals Corporation; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb; National Institute on Aging; Alzheimer's Association; Foundation for the National Institutes of Health","keywords":"Traumatic brain injury; Neuroscience; Medicine; Psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002283973,0.0005727985,0.0003083063,0.001135355,0.0003719405,0.0005627689,0.0001560831,0.0002118389,0.001446175],"category_scores_gemma":[0.00042716,0.000121104,0.0001913928,0.0006703834,0.0005126098,0.0002568284,0.0004524754,0.0001799866,0.0003594463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002563357,"about_ca_system_score_gemma":0.0003290796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002882358,"about_ca_topic_score_gemma":0.005357159,"domain_scores_codex":[0.9998198,0.00002426866,0.00002528998,0.00004491261,0.00005067153,0.00003513561],"domain_scores_gemma":[0.9997018,0.00001817147,0.0001747809,0.00001682247,0.000031811,0.00005657355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00330466,0.0008011381,0.4385588,0.001248759,0.0005635786,0.003053744,0.001297085,0.0003581084,0.3956889,0.0004167083,0.0009762858,0.1537322],"study_design_scores_gemma":[0.00001578202,0.00189182,0.9762878,0.0000377093,0.00007846936,0.00320837,0.000431342,0.00009554544,0.0165045,0.0001996579,0.001235849,0.00001316866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942915,0.002900398,0.0005640634,0.00003570853,0.00001526291,0.00003229106,0.0002643685,0.00003898219,0.001857359],"genre_scores_gemma":[0.9959748,0.002351212,0.0004126041,0.00002753434,0.00002468492,0.00001742197,0.0003168991,0.000005112686,0.000869652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002882358,"threshold_uncertainty_score":0.005731165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0292687478254099,"score_gpt":0.2773790362017757,"score_spread":0.2481102883763658,"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."}}