{"id":"W4409310223","doi":"10.1007/s00415-025-12977-6","title":"Clinical and MRI features contributing to the clinico-radiological dissociation in a large cohort of people with multiple sclerosis","year":2025,"lang":"en","type":"article","venue":"Journal of Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sanofi Genzyme; Ministero della Salute; Multiple Sclerosis Society of Canada; European Committee for Treatment and Research in Multiple Sclerosis; Eli Lilly and Company; Bristol-Myers Squibb; Fondazione Italiana Sclerosi Multipla; Sapienza Università di Roma; Biogen; Celgene; Alexion Pharmaceuticals; Associazione Italiana Sclerosi Multipla; Sanofi; Horizon Therapeutics; Novo Nordisk; Teva Pharmaceutical Industries","keywords":"Multiple sclerosis; Medicine; Expanded Disability Status Scale; Cohort; Neuropsychology; Thalamus; Basal ganglia; Magnetic resonance imaging; Neuroradiology; Neurology; Physical medicine and rehabilitation; Physical therapy; Psychology; Nuclear medicine; Radiology; Internal medicine; Psychiatry; Cognition; Central nervous system","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":[0.0002967652,0.0003258164,0.0005073468,0.001270973,0.0009286945,0.0005915657,0.0003279218,0.0004115312,0.001765144],"category_scores_gemma":[0.001290519,0.0002639513,0.0002676109,0.001046122,0.0003820817,0.0005860031,0.0006642058,0.0004305152,0.0003581663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001918071,"about_ca_system_score_gemma":0.0002136238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002550568,"about_ca_topic_score_gemma":0.00357671,"domain_scores_codex":[0.9996668,0.00004997149,0.00004040698,0.0001109055,0.00007518375,0.00005677711],"domain_scores_gemma":[0.9995689,0.00005779269,0.0001923112,0.00003619701,0.00004229503,0.0001025552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000691528,0.0000293882,0.9984221,0.000005662447,0.00001610342,0.0002978027,0.0001167787,0.000007788078,0.0002459602,0.000008019351,0.00004332696,0.000737856],"study_design_scores_gemma":[0.000003681973,0.00003832001,0.9981928,0.000003149494,0.00001058711,0.001331946,0.0002865236,0.00003040767,0.00002223258,0.00002386272,0.00005471147,0.000001710708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995012,0.0001063862,0.00002877693,0.00002283091,0.000002639245,0.000006501554,0.0001188644,0.000001683238,0.0002111581],"genre_scores_gemma":[0.9995587,0.00006489753,0.00003251929,0.00001630916,0.00001047683,0.000009541889,0.0002243615,0.000001246076,0.00008180145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002550568,"threshold_uncertainty_score":0.005904973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04146512889552452,"score_gpt":0.3656303765497871,"score_spread":0.3241652476542626,"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."}}