{"id":"W4405221263","doi":"10.1007/s11010-024-05176-w","title":"Efficacy of biomarkers and imaging techniques for the diagnosis of traumatic brain injury: challenges and opportunities","year":2024,"lang":"en","type":"review","venue":"Molecular and Cellular Biochemistry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Concussion; Chronic traumatic encephalopathy; Traumatic brain injury; Medicine; Neurocognitive; Neuroinflammation; Neuroimaging; Neuroscience; Intensive care medicine; Bioinformatics; Poison control; Psychology; Pathology; Disease; Psychiatry; Injury prevention; Cognition; Biology","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":[0.003863083,0.001195556,0.003437209,0.002357464,0.0003787137,0.002934727,0.001803051,0.002725059,0.002847205],"category_scores_gemma":[0.004401912,0.0004164199,0.0008916278,0.002506498,0.00168342,0.002976944,0.001200326,0.004331,0.001825977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232809,"about_ca_system_score_gemma":0.003187114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657816,"about_ca_topic_score_gemma":0.002285044,"domain_scores_codex":[0.9991941,0.000189957,0.000112807,0.0001306847,0.000304403,0.00006803002],"domain_scores_gemma":[0.9953218,0.00306199,0.0002943446,0.0001062472,0.001059331,0.0001562874],"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":[0.0001752644,0.0001125401,0.0003877103,0.01377007,0.0001277062,0.000139414,0.00005950055,0.000412647,0.001756248,0.008431464,0.02223454,0.9523928],"study_design_scores_gemma":[0.00005361604,0.0002582559,0.001805527,0.009023663,0.0003366707,0.00107335,0.0001739492,0.0003802,0.001228531,0.01079523,0.9748034,0.00006764588],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004343542,0.9987934,0.0001429046,0.0006223377,0.0001387725,0.000002173816,0.000009891881,0.000003562664,0.0002435929],"genre_scores_gemma":[0.0004973834,0.998282,0.0002938249,0.000366891,0.0003791425,0.000005382746,0.00001776712,0.000001383839,0.0001562823],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003863083,"threshold_uncertainty_score":0.02043015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228383537256867,"score_gpt":0.3782689529334817,"score_spread":0.2554305992077949,"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."}}