{"id":"W4380730561","doi":"10.1177/13524585231176732","title":"Glial fibrillary acidic protein and multiple sclerosis progression independent of acute inflammation","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"NeuroRx Research (Canada)","funders":"Biogen","keywords":"Multiple sclerosis; Expanded Disability Status Scale; Glial fibrillary acidic protein; Biomarker; Medicine; Magnetic resonance imaging; Internal medicine; Oncology; Lesion; Inflammation; Pathology; Gastroenterology; Immunology; Immunohistochemistry; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001710075,0.0004896715,0.0009358702,0.0009016507,0.0007471839,0.0001909402,0.0003120596,0.0003155455,0.00009408775],"category_scores_gemma":[0.00198458,0.0003991161,0.0003737393,0.001070253,0.0005959966,0.0005999588,0.0006200559,0.0008961564,0.0000771756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002394365,"about_ca_system_score_gemma":0.0002248511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007931648,"about_ca_topic_score_gemma":0.00004311308,"domain_scores_codex":[0.9947835,0.0003245397,0.00123276,0.0006338941,0.002024949,0.001000383],"domain_scores_gemma":[0.9970543,0.0003595297,0.0006452313,0.0005262698,0.0007391311,0.0006754964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001149962,0.0001445941,0.165843,0.0002621652,0.000501014,0.00004185153,0.0007693755,0.00004938541,0.7594987,0.000005185733,0.001053208,0.07068162],"study_design_scores_gemma":[0.008346251,0.0007313479,0.7162911,0.002394994,0.0001664171,0.0001028054,0.0005091322,0.006006105,0.264659,0.00002970102,0.0004265901,0.0003366072],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945959,0.0005510306,0.0001613564,0.002042868,0.0002906483,0.001915093,0.0001151942,0.0002313538,0.00009658603],"genre_scores_gemma":[0.9903113,0.005180559,0.003315968,0.00003502128,0.0007044324,0.0001287325,0.0000719483,0.00009240423,0.0001595887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5504481,"threshold_uncertainty_score":0.9998461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09247211466150403,"score_gpt":0.31597513072361,"score_spread":0.223503016062106,"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."}}