{"id":"W2940868084","doi":"10.25011/cim.v42i1.32383","title":"Comorbidity in multiple sclerosis: Past, present and future","year":2019,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Comorbidity; Medicine; Disease; Depression (economics); Multiple sclerosis; Anxiety; Intensive care medicine; Diabetes mellitus; Incidence (geometry); Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001830721,0.0002085372,0.0006326992,0.001487238,0.0008009788,0.001524513,0.0003276487,0.000942699,0.002349065],"category_scores_gemma":[0.005085274,0.0001715002,0.000445484,0.003423493,0.0007375319,0.00172642,0.001201114,0.001526306,0.0001933164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524786,"about_ca_system_score_gemma":0.002592578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008295653,"about_ca_topic_score_gemma":0.01476221,"domain_scores_codex":[0.9991741,0.0003064609,0.0001470066,0.00008779013,0.0001861423,0.00009856297],"domain_scores_gemma":[0.994772,0.001397351,0.001631751,0.0001506662,0.0006588319,0.001389341],"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":[0.000437253,0.0002180102,0.3618866,0.00409065,0.0004032135,0.0005334917,0.0007812831,0.0003581094,0.000271039,0.005793113,0.0264676,0.5987597],"study_design_scores_gemma":[0.00004889229,0.0002903257,0.8986499,0.0108816,0.0005418001,0.004168497,0.003574147,0.0009358342,0.0001265542,0.007294522,0.07339133,0.00009663362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06748734,0.8400431,0.0004811039,0.08358253,0.001701937,0.00001929165,0.0006270456,0.0000304331,0.006027145],"genre_scores_gemma":[0.4498598,0.5387003,0.001788859,0.004187927,0.004185339,0.00004572134,0.0005580397,0.000009101288,0.0006648924],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008295653,"threshold_uncertainty_score":0.01649475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3549805112993091,"score_gpt":0.3886501165492799,"score_spread":0.03366960524997081,"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."}}