{"id":"W4402466338","doi":"10.1177/13524585241275491","title":"Is there a prodrome to NMOSD? An investigation of neurologic symptoms preceding the first NMOSD attack","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; University of Ottawa; Sunnybrook Health Science Centre; University of Manitoba; University of Toronto","funders":"European Genomic Institute for Diabetes","keywords":"Prodrome; Neuromyelitis optica; Spectrum disorder; Aquaporin 4; Multiple sclerosis; Medicine; Serology; Pediatrics; Psychology; Psychiatry; Antibody; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004743184,0.0002522101,0.0003886618,0.001534639,0.001015839,0.000413936,0.000420114,0.0006577389,0.001824485],"category_scores_gemma":[0.001831414,0.0001960968,0.0003165157,0.0008073325,0.0004353219,0.0004228367,0.0003629254,0.000559596,0.0002078908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536236,"about_ca_system_score_gemma":0.002255912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1012685,"about_ca_topic_score_gemma":0.1714627,"domain_scores_codex":[0.9996744,0.00002977844,0.00003957227,0.00004916223,0.0001066267,0.0001003762],"domain_scores_gemma":[0.9988431,0.0001300964,0.0004054297,0.00003185747,0.000321666,0.0002678541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000146798,0.00003726094,0.9884872,0.00007154525,0.00001723435,0.006267203,0.000374065,0.00002873215,0.001199069,0.00002590923,0.0003916741,0.002953269],"study_design_scores_gemma":[0.000007675896,0.0001256834,0.9892657,0.00007344534,0.00001642363,0.009022858,0.000574309,0.00006360844,0.0001669218,0.00001673156,0.0006601597,0.000006442773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948606,0.001283692,0.0001035073,0.0002896403,0.00003233087,0.00006364648,0.0004109104,0.000007994693,0.002947552],"genre_scores_gemma":[0.99806,0.0006977199,0.0002829569,0.0001948068,0.00003644394,0.0000134332,0.0003948994,0.000002134594,0.0003177134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012685,"threshold_uncertainty_score":0.2013581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1661710950545475,"score_gpt":0.3402583352286419,"score_spread":0.1740872401740944,"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."}}