{"id":"W4381547226","doi":"10.1016/s1474-4422(23)00200-4","title":"Discontinuing disease-modifying multiple sclerosis therapies","year":2023,"lang":"en","type":"article","venue":"The Lancet Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Biogen; Roche","keywords":"Multiple sclerosis; Medicine; Observational study; Discontinuation; Disease; Malignancy; Intensive care medicine; Drug; Internal medicine; Pediatrics; Immunology; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0005127001,0.0001663359,0.0004280738,0.0001130714,0.0002996438,0.00003331407,0.0002949808,0.00004718885,0.00005537675],"category_scores_gemma":[0.001087326,0.0001011092,0.0001181542,0.0003870851,0.0003368693,0.00005685769,0.0003304422,0.0004229405,0.0002903178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230245,"about_ca_system_score_gemma":0.00002555306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004439432,"about_ca_topic_score_gemma":0.00004550981,"domain_scores_codex":[0.9982032,0.0002331062,0.0001912246,0.0003449793,0.000310485,0.0007170448],"domain_scores_gemma":[0.9981857,0.000932191,0.00005458364,0.0006453057,0.00005281103,0.0001293912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002616292,0.0001015242,0.860383,0.0001675271,0.0002827861,0.0001693798,0.002519211,0.0001858589,0.0631467,0.0003404953,0.03199954,0.03808766],"study_design_scores_gemma":[0.001707783,0.0001115606,0.976456,0.00004063735,0.00003129316,0.000005994741,0.0001075647,0.004298089,0.0002108788,0.0001967475,0.01673867,0.00009474428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.916729,0.0005583599,0.00002364307,0.08098786,0.0002198775,0.0004544718,0.00002517245,0.000412807,0.0005888426],"genre_scores_gemma":[0.9923725,0.002692473,0.00004623334,0.003454958,0.0008467052,0.0001639445,0.00001639971,0.0000370733,0.0003697772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116073,"threshold_uncertainty_score":0.4123112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1885141320205518,"score_gpt":0.3440264802181306,"score_spread":0.1555123481975789,"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."}}