{"id":"W4295506065","doi":"10.1212/wnl.0000000000201264","title":"Investigating Functional Network Abnormalities and Associations With Disability in Multiple Sclerosis","year":2022,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Allergan; H. Lundbeck A/S; Fondazione Italiana di Ricerca per la Sclerosi Laterale Amiotrofica; Ministero della Salute; Multiple Sclerosis Society of Canada; IXICO; European Committee for Treatment and Research in Multiple Sclerosis; IC Design Education Center; Eli Lilly and Company; Bristol-Myers Squibb; Fondazione Italiana Sclerosi Multipla; Biogen; Celgene; Alexion Pharmaceuticals; University College London Hospitals NHS Foundation Trust; Sanofi; Novo Nordisk; National Institute for Health and Care Research; Teva Pharmaceutical Industries; Mylan","keywords":"Multiple sclerosis; Medicine; Default mode network; Neuroimaging; Internal medicine; Neuropsychology; Resting state fMRI; White matter; Cardiology; Psychology; Cognition; Magnetic resonance imaging; Psychiatry; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005405018,0.0002047373,0.0001294685,0.0008475964,0.0002504882,0.000307446,0.0002157241,0.0002706662,0.001218573],"category_scores_gemma":[0.001604758,0.00008140404,0.0001540067,0.0005383203,0.0002348515,0.0003780019,0.0003247735,0.0001878764,0.00006539382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072905,"about_ca_system_score_gemma":0.0002062071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00244944,"about_ca_topic_score_gemma":0.003971824,"domain_scores_codex":[0.9998203,0.00007162974,0.00001617043,0.00004020552,0.00002197933,0.0000297578],"domain_scores_gemma":[0.9990329,0.0002505788,0.0004423393,0.00005228403,0.00009830845,0.0001237423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003107427,0.00008339045,0.9933907,0.00002076798,0.00008988968,0.0001121776,0.0001165799,0.0002280611,0.001314753,0.00003682305,0.0001015769,0.004194648],"study_design_scores_gemma":[0.000009530543,0.000161297,0.9983807,0.000003464381,0.00001980706,0.000226663,0.0001109849,0.0005755028,0.0003035954,0.0001193589,0.0000863387,0.000002858748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995514,0.00007625455,0.0001027985,0.00002178708,0.000001073128,0.000005626517,0.0001055972,0.000002417321,0.0001330457],"genre_scores_gemma":[0.9997209,0.00002405566,0.0001096426,0.000005517689,0.000003572371,0.000006032767,0.00009263954,5.499421e-7,0.00003723221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00244944,"threshold_uncertainty_score":0.004870415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10325849088107,"score_gpt":0.278269245233048,"score_spread":0.175010754351978,"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."}}