{"id":"W2603876309","doi":"10.1016/j.msard.2017.03.009","title":"Hospitalization is associated with subsequent disability in multiple sclerosis","year":2017,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba; Hotchkiss Brain Institute; Manitoba Health","funders":"Canadian Institutes of Health Research; Multiple Sclerosis Society of Canada; AbbVie Canada; Crohn's and Colitis Canada; Research Manitoba; Multiple Sclerosis Society; Takeda Canada; Mylan; Multiple Sclerosis Scientific Research Foundation; Pfizer Canada; Janssen Canada; Sanofi; Pfizer","keywords":"Medicine; Multiple sclerosis; Expanded Disability Status Scale; Disease; Cohort; Pediatrics; Cohort study; Population; Young adult; Proportional hazards model; Physical therapy; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006884112,0.0005128123,0.0008365099,0.0001792301,0.001275702,0.0002412084,0.0003233972,0.0003923407,0.0001342582],"category_scores_gemma":[0.003240392,0.0004024687,0.0002111849,0.0004098705,0.001683979,0.0005114746,0.0003091635,0.0005986793,0.00001957343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504276,"about_ca_system_score_gemma":0.00007154346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063207,"about_ca_topic_score_gemma":0.00695871,"domain_scores_codex":[0.9964288,0.0001669145,0.000705265,0.001040549,0.0007754151,0.0008830428],"domain_scores_gemma":[0.9975468,0.000361471,0.0003946547,0.001100291,0.0002229652,0.0003738123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000415284,0.001110527,0.9716735,0.00008471268,0.000347518,0.000005762736,0.001363598,0.00008631872,0.003432842,0.00001485984,0.0002445643,0.02122046],"study_design_scores_gemma":[0.01388876,0.0003808383,0.9710906,0.001216974,0.0001110799,0.000001882748,0.0007063441,0.01117896,0.0007296574,0.00006407288,0.000145704,0.0004850904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914197,0.0007671022,0.00002881913,0.00449521,0.0001606848,0.001747977,0.00009630131,0.0001547358,0.001129442],"genre_scores_gemma":[0.9925308,0.006515357,0.0001732518,0.0001218995,0.00002749259,0.0002201575,0.0001176674,0.00008455128,0.000208819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02073537,"threshold_uncertainty_score":0.9998427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05859635771339704,"score_gpt":0.2757565066892163,"score_spread":0.2171601489758193,"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."}}