{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002423092,0.0001274056,0.0002541587,0.0001942009,0.00005804165,0.00003871722,0.00006030649,0.0001035661,0.00005591825],"category_scores_gemma":[0.00173038,0.0001076329,0.00005380326,0.0002206466,0.0002465685,0.000116996,0.0002037539,0.0006893621,0.00004146439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002702299,"about_ca_system_score_gemma":0.00007763977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002329022,"about_ca_topic_score_gemma":0.0001992749,"domain_scores_codex":[0.9987566,0.0001689753,0.0001293221,0.0004287453,0.0001878475,0.000328498],"domain_scores_gemma":[0.9987302,0.0007053573,0.00001441668,0.0002304139,0.000029312,0.0002902977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00325952,0.0003800035,0.7774145,0.0006113341,0.00006953136,0.001260805,0.000284451,0.00001072976,0.05958596,0.0001375746,0.01059236,0.1463932],"study_design_scores_gemma":[0.001347883,0.0002390013,0.9733359,0.0000583786,0.0000173039,0.00001368722,0.000005025448,0.01559019,0.0003704742,0.00008074584,0.008867194,0.00007421576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588875,0.0008175558,0.00002159142,0.03925753,0.000174731,0.0003475525,0.00003286284,0.0001007572,0.0003599142],"genre_scores_gemma":[0.9965835,0.001585764,0.00003435809,0.001442189,0.0001830048,0.00006973639,0.000004966479,0.0000193587,0.00007714517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1959214,"threshold_uncertainty_score":0.4389144,"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."}}