{"id":"W4403563718","doi":"10.1016/j.msard.2024.105943","title":"Comorbidities and their association with outcomes in the multiple sclerosis population: A rapid review","year":2024,"lang":"en","type":"review","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver Hospital and Health Sciences Centre; University of Manitoba; Health Sciences Centre; Manitoba Health; University of British Columbia","funders":"Multiple Sclerosis Society of Canada","keywords":"Medicine; Multiple sclerosis; Association (psychology); Population; Psychiatry; Environmental health; Psychotherapist","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":[0.001614926,0.001034457,0.003269028,0.0004985051,0.0004534501,0.0002226807,0.0002863253,0.000602817,0.00005286483],"category_scores_gemma":[0.001443174,0.0005072578,0.0006710195,0.001225118,0.0003312721,0.0001980218,0.0002649396,0.001664783,0.00003048522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003262991,"about_ca_system_score_gemma":0.0001156527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007975007,"about_ca_topic_score_gemma":0.001046959,"domain_scores_codex":[0.995284,0.0007616567,0.001306152,0.001044347,0.0008451355,0.0007587262],"domain_scores_gemma":[0.9962052,0.002255265,0.0005447092,0.000677156,0.0001226941,0.0001949827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004522038,0.0003477627,0.03771419,0.04369792,0.002237938,0.000007507111,0.001390253,0.000001462193,0.000002775853,0.00001686231,0.004497185,0.9100409],"study_design_scores_gemma":[0.005943225,0.0005673044,0.1801005,0.2625428,0.005818103,0.00005666442,0.002049178,0.0003914035,8.073569e-7,0.00004370659,0.5409647,0.001521524],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001704875,0.9889989,0.000001471185,0.003684647,0.0002072871,0.004653167,0.0002727677,0.0001448438,0.0003320322],"genre_scores_gemma":[0.02428517,0.9732128,0.00005957692,0.0003172876,0.00005985193,0.00112658,0.0004744459,0.0001378981,0.0003264117],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9085194,"threshold_uncertainty_score":0.9997379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09448837981055583,"score_gpt":0.31349351624689,"score_spread":0.2190051364363342,"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."}}