{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01213716,0.0005053915,0.002484156,0.0006594807,0.0007992553,0.001606208,0.001067117,0.002260437,0.003897421],"category_scores_gemma":[0.0327739,0.0002899216,0.002254859,0.001452824,0.0004995315,0.001117092,0.0004486161,0.003079438,0.0007666715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143215,"about_ca_system_score_gemma":0.002061062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004047397,"about_ca_topic_score_gemma":0.006227761,"domain_scores_codex":[0.9868738,0.008284948,0.001706124,0.000811772,0.001677985,0.0006454148],"domain_scores_gemma":[0.9638262,0.0218008,0.00750222,0.003685242,0.002033319,0.001152273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1244263,0.003226255,0.1717803,0.01170942,0.02118213,0.000409871,0.001689718,0.0007700855,0.005104444,0.003982083,0.02383377,0.6318856],"study_design_scores_gemma":[0.03502923,0.02753939,0.7498633,0.004964094,0.02073332,0.0007272094,0.0009520585,0.0008471321,0.00346653,0.00526681,0.1504891,0.0001216742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7123734,0.23404,0.001724562,0.0120165,0.004124259,0.001045161,0.008342661,0.0001493562,0.0261841],"genre_scores_gemma":[0.9649481,0.01856857,0.001037358,0.006058933,0.001640112,0.0006798382,0.003079725,0.00002356777,0.003963892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213716,"threshold_uncertainty_score":0.06418818,"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."}}