{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000940265,0.0003030095,0.0002165424,0.0004226515,0.0002006989,0.0003577433,0.0002261146,0.0003271764,0.001187831],"category_scores_gemma":[0.002882566,0.0001291463,0.0002052559,0.0004749452,0.000266785,0.0003171863,0.0002728538,0.0004897465,0.0001524367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002000224,"about_ca_system_score_gemma":0.0003557488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002159478,"about_ca_topic_score_gemma":0.002047324,"domain_scores_codex":[0.9997321,0.0001077641,0.00002330091,0.00005343336,0.00005143755,0.00003188863],"domain_scores_gemma":[0.9973652,0.0005498528,0.001504145,0.0001177887,0.0002189371,0.0002441941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007607647,0.00006523506,0.994188,0.00004397064,0.0001232101,0.00005716386,0.00006736782,0.00008167778,0.001163926,0.00003236069,0.00005614628,0.003360311],"study_design_scores_gemma":[0.000007639059,0.0001969369,0.998882,0.0000107722,0.00004533101,0.0001950757,0.00002575872,0.0002559138,0.000228585,0.00006069744,0.00008951058,0.000001849853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987618,0.0007321888,0.00009905083,0.00005755316,0.000004063349,0.000004387733,0.0001289084,0.000004244325,0.0002077441],"genre_scores_gemma":[0.9994455,0.0001512405,0.0001666075,0.00001310767,0.000007599243,0.000004997097,0.00009754556,0.000001168023,0.0001122763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002159478,"threshold_uncertainty_score":0.004972637,"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."}}