{"id":"W4402579782","doi":"10.1001/jamaneurol.2024.2920","title":"Comorbidity and Disease Activity in Multiple Sclerosis","year":2024,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institutes of Health; Novartis Pharma; Multiple Sclerosis Society; Sanofi; Merck KGaA; Teva Pharmaceutical Industries; Biogen; U.S. Department of Defense","keywords":"Medicine; Comorbidity; Internal medicine; Clinical trial; Depression (economics); Disease; Multiple sclerosis; Cohort; Physical therapy; 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":[0.008603022,0.0006793445,0.001725791,0.002427689,0.0005571938,0.001719497,0.0007512459,0.0008621456,0.001998274],"category_scores_gemma":[0.02308404,0.000431989,0.004958524,0.004904747,0.0006014165,0.0007430911,0.001240675,0.001197865,0.0001111496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006999857,"about_ca_system_score_gemma":0.0007721323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004493486,"about_ca_topic_score_gemma":0.004354544,"domain_scores_codex":[0.9902821,0.00515249,0.001743323,0.0013635,0.001248978,0.0002095687],"domain_scores_gemma":[0.9765134,0.01098014,0.009931426,0.001172583,0.0007392045,0.0006630961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001213132,0.00003458254,0.9354936,0.002678075,0.04543759,0.0001136669,0.00008449006,0.001037266,0.0001593317,0.0002620765,0.0006031719,0.01288288],"study_design_scores_gemma":[0.0003164132,0.000430677,0.9521973,0.001871335,0.03504811,0.0008879648,0.0001396596,0.003705592,0.0002385248,0.001650222,0.003471199,0.00004299283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5650645,0.4190514,0.004874245,0.002979572,0.0005808683,0.00019065,0.004733806,0.00007499077,0.002450078],"genre_scores_gemma":[0.9828072,0.01462981,0.001014593,0.0002787225,0.000220397,0.00008301232,0.0007854059,0.000009187728,0.0001716108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008603022,"threshold_uncertainty_score":0.04549766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045633026252032,"score_gpt":0.3218833704533706,"score_spread":0.2173200678281674,"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."}}