{"id":"W4388695171","doi":"10.1001/jamanetworkopen.2023.43410","title":"Multimodal Analysis of Secondary Cerebellar Alterations After Pediatric Traumatic Brain Injury","year":2023,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Child Health and Human Development; National Institute of Biomedical Imaging and Bioengineering; National Institute of Neurological Disorders and Stroke; National Institute on Aging; University of California, Los Angeles; National Institutes of Health; National Health and Medical Research Council; State Government of Victoria; National Institute of Mental Health; Medical Research Council; Helse Midt-Norge; Veski; Norges Teknisk-Naturvitenskapelige Universitet; Eunice Kennedy Shriver National Institute of Child Health and Human Development; U.S. Department of Defense","keywords":"Traumatic brain injury; Medicine; White matter; Diffusion MRI; Magnetic resonance imaging; Neuroimaging; Cerebellum; Cohort; Pediatrics; Psychology; Internal medicine; Psychiatry; Radiology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003504886,0.0006619733,0.005178162,0.001696662,0.00015462,0.0003244572,0.001305171,0.000738571,0.004346814],"category_scores_gemma":[0.000669702,0.000544912,0.001584231,0.008058283,0.0001251286,0.0002703701,0.0009443143,0.001555086,0.0006229186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002327658,"about_ca_system_score_gemma":0.001544589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001498206,"about_ca_topic_score_gemma":0.0001956097,"domain_scores_codex":[0.9937423,0.001197807,0.002406802,0.0009164356,0.0009080047,0.0008286881],"domain_scores_gemma":[0.9937071,0.002957658,0.0008848968,0.00180639,0.0002408587,0.0004030977],"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":[0.0002157658,0.0002773003,0.001339693,0.04176255,0.01293067,0.0001361397,0.0004796945,0.00008134141,5.68524e-8,0.00009512967,0.08637181,0.8563098],"study_design_scores_gemma":[0.002265718,0.0006687541,0.02338009,0.0269593,0.0627861,0.00005272803,0.0001297306,0.003684542,2.060839e-7,0.0001747401,0.8785254,0.001372714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009605639,0.9864828,0.00009996855,0.0005991648,0.000333034,0.006631016,0.001206122,0.0001177143,0.003569596],"genre_scores_gemma":[0.0003593267,0.9855295,0.002698651,0.0003620891,0.001598843,0.001607041,0.002222686,0.0002361497,0.005385741],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8549371,"threshold_uncertainty_score":0.9997002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1408482999260476,"score_gpt":0.4345308838623962,"score_spread":0.2936825839363486,"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."}}