{"id":"W2987676206","doi":"10.1212/wnl.0000000000008617","title":"Disability worsening among persons with multiple sclerosis and depression","year":2019,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vetenskapsrådet; European Committee for Treatment and Research in Multiple Sclerosis; Canadian Institutes of Health Research; Teva Pharmaceutical Industries; Biogen; Karolinska Institutet; Sanofi","keywords":"Multiple sclerosis; Depression (economics); Medicine; Psychiatry; Physical medicine and rehabilitation; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009027851,0.0002584565,0.0003899641,0.0005286824,0.0004566503,0.0006643767,0.000309484,0.000458416,0.001236848],"category_scores_gemma":[0.00381378,0.000218318,0.0008438179,0.0008605538,0.0001962098,0.0004122519,0.000581533,0.0007749725,0.0001531021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003576318,"about_ca_system_score_gemma":0.0003940285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008419213,"about_ca_topic_score_gemma":0.008065599,"domain_scores_codex":[0.999343,0.0001827285,0.0000665869,0.000146496,0.0001349699,0.0001262144],"domain_scores_gemma":[0.9982548,0.0001958927,0.00113277,0.000102012,0.0001301447,0.0001843465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001484351,0.00003094601,0.9976577,0.00001648248,0.0001161221,0.00007434295,0.00002690193,0.000052972,0.0000363738,0.00001506124,0.0001478631,0.001676908],"study_design_scores_gemma":[0.00001120947,0.00008620848,0.9991238,0.0000205651,0.00005353107,0.000293015,0.00004434413,0.0001923974,0.00001785418,0.00003298086,0.0001214484,0.000002784495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969754,0.001045659,0.00009982034,0.0001929751,0.00001306767,0.00002426909,0.001036589,0.000007212463,0.000604904],"genre_scores_gemma":[0.9985418,0.0004182363,0.00007825633,0.00005006175,0.00001997449,0.00001402383,0.0007191256,0.000001029996,0.0001574211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008419213,"threshold_uncertainty_score":0.01674044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0409191937471941,"score_gpt":0.2789247289805019,"score_spread":0.2380055352333078,"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."}}