{"id":"W3136513189","doi":"10.1093/brain/awab132","title":"Deep grey matter injury in multiple sclerosis: a NAIMS consensus statement","year":2021,"lang":"en","type":"article","venue":"Brain","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; International Collaboration On Repair Discoveries; University of British Columbia; Douglas Mental Health University Institute; McGill University; University of Toronto; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; EMD Serono; National Institutes of Health; National Multiple Sclerosis Society; Genentech; Multiple Sclerosis Society; Race to Erase MS; Multiple Sclerosis Society of Canada; Patient-Centered Outcomes Research Institute; Sanofi Genzyme; Guerbet; Atara Biotherapeutics; Myelin Repair Foundation; Fondation Brain Canada; Natural Sciences and Engineering Research Council of Canada; Biogen; Celgene; Mitacs; Alexion Pharmaceuticals; Bristol-Myers Squibb; U.S. Department of Defense; Conrad N. Hilton Foundation; Sanofi; MedDay Pharmaceuticals; Teva Pharmaceutical Industries","keywords":"Grey matter; White matter; Multiple sclerosis; Magnetic resonance imaging; Neuroscience; Pathology; Medicine; Psychology; Psychiatry; Radiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005026144,0.000189472,0.0003898778,0.0001659592,0.00008632262,0.00003953973,0.00008839169,0.00007484763,0.001004044],"category_scores_gemma":[0.001860822,0.0001717514,0.00009659658,0.0003821946,0.0001471271,0.00004596386,0.0002259771,0.0002872738,0.0005161484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005189,"about_ca_system_score_gemma":0.0001619627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002464278,"about_ca_topic_score_gemma":0.0008688632,"domain_scores_codex":[0.9978567,0.000213421,0.0004534821,0.0004404065,0.0004795218,0.0005564369],"domain_scores_gemma":[0.9987264,0.0003808305,0.00005872923,0.0004354049,0.000205801,0.0001927857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006122598,0.001126899,0.5282768,0.0004189213,0.0002721886,0.0005587458,0.002408204,0.00003510913,0.2327366,0.00003824463,0.2033141,0.03020193],"study_design_scores_gemma":[0.004787041,0.0001290834,0.9585132,0.0004814768,0.00001628279,0.00001925946,0.001394018,0.001448816,0.01453682,0.000041262,0.01840331,0.0002294132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678016,0.0006842717,0.0000792643,0.02841457,0.000133747,0.0006856298,0.00004175851,0.00005893688,0.002100172],"genre_scores_gemma":[0.9905877,0.0002153069,0.002348101,0.004463962,0.00009446673,0.0001696378,0.00003942679,0.00003583142,0.002045627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4302364,"threshold_uncertainty_score":0.9999092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08241044504279577,"score_gpt":0.3284524191964794,"score_spread":0.2460419741536836,"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."}}