{"id":"W2100094525","doi":"10.3174/ajnr.a4181","title":"Imaging Evidence and Recommendations for Traumatic Brain Injury: Advanced Neuro- and Neurovascular Imaging Techniques","year":2014,"lang":"en","type":"article","venue":"American Journal of Neuroradiology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Radiology, Weill Cornell Medical College; Weill Cornell Medical College; Health Science Center, University of Tennessee; National Institutes of Health; School of Medicine, Emory University; University of South Carolina; Child Mind Institute; Sutter Health; University of Cincinnati; BioClinica; NYU Langone Medical Center; University of Toronto; Brigham and Women's Hospital; Emory University; Vanderbilt University; Yale University; York University","keywords":"Neuroimaging; Medicine; Traumatic brain injury; Neurovascular bundle; Magnetoencephalography; Magnetic resonance imaging; Medical imaging; Radiology; Electroencephalography; Pathology; 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":[0.02374664,0.002089203,0.003210288,0.01234645,0.001894962,0.003558643,0.007335483,0.01271295,0.01123345],"category_scores_gemma":[0.1166462,0.001637579,0.004645857,0.007345061,0.00252879,0.005472045,0.002953189,0.01265124,0.007595672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003728086,"about_ca_system_score_gemma":0.01558791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01193065,"about_ca_topic_score_gemma":0.01988254,"domain_scores_codex":[0.9761974,0.005753799,0.01139176,0.0006952663,0.005360715,0.0006011146],"domain_scores_gemma":[0.8645611,0.0516137,0.01834454,0.002839292,0.05767547,0.004965954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003035653,0.0004047389,0.007455502,0.04156813,0.000845199,0.001174175,0.0006743441,0.001328853,0.001241553,0.006600927,0.6117985,0.3266046],"study_design_scores_gemma":[0.0005772643,0.0002864364,0.01357219,0.1616703,0.002609176,0.001799865,0.00162277,0.002060454,0.001101155,0.02531781,0.789043,0.0003395365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00636019,0.267006,0.02118014,0.6013418,0.04532426,0.007083786,0.01072642,0.001028731,0.03994863],"genre_scores_gemma":[0.03625336,0.3742338,0.3439098,0.1781791,0.01994568,0.01051621,0.01447933,0.0002928967,0.02218981],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02374664,"threshold_uncertainty_score":0.1255857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05015325787079654,"score_gpt":0.3827374776879832,"score_spread":0.3325842198171866,"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."}}