{"id":"W4322101853","doi":"10.1016/j.nic.2023.01.012","title":"MRI and Traumatic Brain Injury","year":2023,"lang":"en","type":"editorial","venue":"Neuroimaging Clinics of North America","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Traumatic brain injury; Magnetic resonance imaging; Neuroscience; Radiology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009270202,0.005096222,0.006577276,0.007820602,0.004921689,0.008037672,0.004218503,0.03420748,0.01054923],"category_scores_gemma":[0.03063556,0.002427424,0.003518905,0.003384883,0.003285694,0.005957154,0.00321151,0.0289502,0.008497467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004977579,"about_ca_system_score_gemma":0.004147498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00566146,"about_ca_topic_score_gemma":0.01738958,"domain_scores_codex":[0.9945673,0.001391551,0.001053462,0.0005499267,0.002002496,0.0004353509],"domain_scores_gemma":[0.9713567,0.01349911,0.002168101,0.0008847829,0.007892714,0.004198544],"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":[0.00005259963,0.00001321315,0.00005500416,0.0002833923,0.00003383182,0.0004011134,0.00001662605,0.00002231641,0.00003861071,0.0001959503,0.9924449,0.006442337],"study_design_scores_gemma":[0.0002359521,0.00005221955,0.001057254,0.001725971,0.0002841359,0.001685029,0.0001348038,0.0002447853,0.00008247654,0.001165369,0.9932902,0.00004176114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000403932,0.0177611,0.00006143411,0.04103466,0.9396539,0.00001430864,0.00002538799,0.00002802332,0.001380788],"genre_scores_gemma":[0.0002937981,0.005775912,0.00004771514,0.0226955,0.9691051,0.00001376695,0.00001427095,0.00001264315,0.002041194],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03420748,"threshold_uncertainty_score":0.04902613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874969929868649,"score_gpt":0.3355941437021735,"score_spread":0.306844444403487,"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."}}