{"id":"W4321486839","doi":"10.1093/cercor/bhad041","title":"Using The Virtual Brain to study the relationship between structural and functional connectivity in patients with multiple sclerosis: a multicenter study","year":2023,"lang":"en","type":"article","venue":"Cerebral Cortex","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eurostars; Amsterdam Neuroscience; MedDay Pharmaceuticals; Fondazione Italiana di Ricerca per la Sclerosi Laterale Amiotrofica; Ministero della Salute; Instituto de Salud Carlos III; ZonMw; Multiple Sclerosis Society of Canada; European Committee for Treatment and Research in Multiple Sclerosis; Atara Biotherapeutics; Fondation pour l'Aide à la Recherche sur la Sclérose en Plaques; Eli Lilly and Company; Bristol-Myers Squibb; Fondazione Italiana Sclerosi Multipla; Medical Research Council; Biogen; Celgene; Alexion Pharmaceuticals; Rosetrees Trust; Sanofi; National Institute for Health and Care Research; Teva Pharmaceutical Industries","keywords":"Multiple sclerosis; Cognition; Psychology; Neuroscience; Magnetic resonance imaging; Functional connectivity; Cognitive impairment; Functional magnetic resonance imaging; Diffusion MRI; Audiology; Physical medicine and rehabilitation; Medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007791938,0.0002134771,0.0003067954,0.0001783674,0.0006682241,0.00007148123,0.0001299641,0.00003869136,0.00002045253],"category_scores_gemma":[0.002271899,0.0001115448,0.00003958883,0.0008304329,0.0001616101,0.0001445194,0.0003666722,0.0004461076,0.00001357561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199259,"about_ca_system_score_gemma":0.00004507179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004431399,"about_ca_topic_score_gemma":0.001762025,"domain_scores_codex":[0.997631,0.0004798878,0.0002971957,0.000455334,0.0007486987,0.0003878732],"domain_scores_gemma":[0.9970253,0.002229913,0.00007182387,0.0003869707,0.0001573417,0.0001286576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007065982,0.0002797631,0.9916033,0.000006676948,0.0001885299,0.000002643899,0.005921558,0.00007298888,0.00006412224,0.00000493822,0.00009531344,0.001053576],"study_design_scores_gemma":[0.009102478,0.001292339,0.9738246,0.00004862327,0.00008074895,3.872626e-7,0.01431851,0.001187825,0.000004869255,0.000007173026,0.000002814878,0.0001295808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945144,0.000007356357,0.00002403957,0.0009048759,0.00008361387,0.004367249,0.00003608122,0.00005656193,0.00000584288],"genre_scores_gemma":[0.9994651,3.111073e-7,0.00002950597,0.0001477668,0.0001072264,0.0001609241,0.0000200933,0.00002751872,0.00004156177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01777864,"threshold_uncertainty_score":0.5139507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1680182249604975,"score_gpt":0.3454121349607088,"score_spread":0.1773939100002113,"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."}}