{"id":"W3182194079","doi":"10.7224/1537-2073.2020-109","title":"Characterizing Long-term Disability Progression and Employment in NARCOMS Registry Participants with Multiple Sclerosis Taking Dimethyl Fumarate","year":2021,"lang":"en","type":"article","venue":"International Journal of MS Care","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Biogen","keywords":"Medicine; Discontinuation; Dimethyl fumarate; Multiple sclerosis; Internal medicine; Physical therapy; Proportional hazards model; Mallinckrodt; Demography; Family medicine; 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":[0.0003387518,0.0001442525,0.0003417111,0.00009631537,0.00006053329,0.00008777827,0.0001504985,0.00005011938,0.00005271768],"category_scores_gemma":[0.0008469253,0.0001044086,0.00008501798,0.0001153955,0.0001805493,0.0002229943,0.0001985993,0.0003485593,0.000001079859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003738686,"about_ca_system_score_gemma":0.0001329668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003815855,"about_ca_topic_score_gemma":0.0003749236,"domain_scores_codex":[0.9979908,0.0001143367,0.0004819658,0.0002357577,0.0009175482,0.0002596321],"domain_scores_gemma":[0.9982489,0.0001688573,0.0003692478,0.0001654856,0.0008741592,0.0001732997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007802393,0.0002460668,0.8425608,0.00009949596,0.0001924513,0.000559687,0.001649748,0.000007556137,0.07523674,0.000001236507,0.000007419949,0.07865854],"study_design_scores_gemma":[0.003049474,0.0002206096,0.9568146,0.003505791,0.00003215367,0.000153237,0.001172757,0.00005078451,0.03482318,0.000001445709,0.00008136214,0.00009463878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955397,0.001568062,0.00005789196,0.002369755,0.0002065416,0.0001864084,0.00002035065,0.000008679773,0.00004256683],"genre_scores_gemma":[0.9980475,0.0007481013,0.0008103975,0.00008977981,0.0002267628,0.00001877964,0.0000223297,0.00001624222,0.00002004714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1142538,"threshold_uncertainty_score":0.4257658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068968860114685,"score_gpt":0.3874777095546162,"score_spread":0.2805808235431477,"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."}}