{"id":"W4313545577","doi":"10.1212/wnl.0000000000206744","title":"Association of CSF and Serum Neurofilament Light and Glial Fibrillary Acidic Protein, Injury Severity, and Outcome in Spinal Cord Injury","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Collaboration On Repair Discoveries; Vancouver General Hospital; Praxis Spinal Cord Institute; Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"Rick Hansen Institute; Wings for Life; Paralyzed Veterans of America","keywords":"Glial fibrillary acidic protein; Medicine; Spinal cord injury; Pathophysiology; Internal medicine; Spinal cord; Traumatic brain injury; Neurofilament; Gastroenterology; Biomarker; Pathology; Anesthesia; Immunohistochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005201602,0.0001545267,0.0004254122,0.0003696725,0.00004737654,0.0000159387,0.00006418571,0.0002071757,0.00001898714],"category_scores_gemma":[0.000473268,0.0001505794,0.00002912942,0.0003814436,0.0001249997,0.00008859758,0.0003544259,0.0004799955,0.000009993014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003195605,"about_ca_system_score_gemma":0.00005729167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009758294,"about_ca_topic_score_gemma":0.00004416787,"domain_scores_codex":[0.9983227,0.0002161906,0.0003641423,0.0003971878,0.0003266564,0.0003731058],"domain_scores_gemma":[0.9994093,0.0000744714,0.0001204345,0.0001892007,0.00007903857,0.0001275323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01497818,0.00003731606,0.8818716,0.0002571539,0.00002205743,0.0001730693,0.00002778918,4.547657e-8,0.09111732,0.00004822322,0.0004467301,0.01102056],"study_design_scores_gemma":[0.000996527,0.02266267,0.9681433,0.00002726074,0.00002741876,0.00009900272,0.0000101885,0.00009671313,0.005131613,0.0002015233,0.002505138,0.00009869267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810281,0.0001085608,4.55512e-7,0.01786947,0.0001448202,0.0006545983,0.00001980386,0.00004629251,0.0001279436],"genre_scores_gemma":[0.9982834,0.0002653651,0.00002614952,0.001055327,0.00009382043,0.00002781932,0.000004672399,0.00002269443,0.0002207606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0862717,"threshold_uncertainty_score":0.6140449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350301989903877,"score_gpt":0.3632285601109271,"score_spread":0.3297255402118883,"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."}}