{"id":"W4413923643","doi":"10.1016/j.msard.2025.106718","title":"When does multiple sclerosis start?","year":2025,"lang":"en","type":"editorial","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Multiple sclerosis; Medicine; Physical medicine and rehabilitation; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0008756062,0.001639871,0.002569798,0.001088597,0.001215068,0.0003623908,0.0007201308,0.003026734,0.0005543826],"category_scores_gemma":[0.01050168,0.001218384,0.001013168,0.0008981169,0.001262846,0.0003407786,0.001167965,0.003701983,0.0001263492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004849236,"about_ca_system_score_gemma":0.0007160705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003345245,"about_ca_topic_score_gemma":0.002833679,"domain_scores_codex":[0.9909315,0.0004212221,0.001751502,0.002549104,0.002462939,0.00188376],"domain_scores_gemma":[0.991761,0.004218359,0.0005941493,0.00166938,0.0008938424,0.0008633237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001047483,0.0008346959,0.009793926,0.001441619,0.002286769,0.0000106862,0.001092542,0.00002593556,0.002926433,0.000007536728,0.9258626,0.05466975],"study_design_scores_gemma":[0.02104251,0.0006069535,0.03988607,0.006855357,0.001256658,0.000001436134,0.001216824,0.001972166,0.0003945612,0.0002117039,0.9247301,0.00182567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.02876192,0.0304587,0.0001144464,0.009769328,0.9044197,0.008922858,0.005148049,0.001869273,0.01053576],"genre_scores_gemma":[0.3223755,0.4001436,0.00306846,0.0005312936,0.2252451,0.002158162,0.006303009,0.0009411374,0.03923374],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6791746,"threshold_uncertainty_score":0.9996349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866634305455161,"score_gpt":0.2659386771411213,"score_spread":0.2372723340865697,"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."}}