{"id":"W2090193300","doi":"10.1177/1352458512437814","title":"Rising prevalence of vascular comorbidities in multiple sclerosis: validation of administrative definitions for diabetes, hypertension, and hyperlipidemia","year":2012,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia; University of Calgary; McGill University; University of Manitoba; Alberta Health; University of Alberta","funders":"Canadian Institutes of Health Research; Multiple Sclerosis Society","keywords":"Hyperlipidemia; Medicine; Diabetes mellitus; Comorbidity; Internal medicine; Population; Cohort; Pediatrics; Endocrinology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002087354,0.0003226723,0.000942435,0.0004613194,0.0003593077,0.00003946772,0.0001767998,0.0001741865,0.00004159727],"category_scores_gemma":[0.006486008,0.000281833,0.0003146752,0.000367497,0.0005458942,0.0005928054,0.0001280774,0.0004708812,0.000002212757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505521,"about_ca_system_score_gemma":0.0001498327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000065603,"about_ca_topic_score_gemma":0.0000282383,"domain_scores_codex":[0.9966589,0.0003384333,0.001198006,0.0003346789,0.0007259771,0.0007440218],"domain_scores_gemma":[0.9956496,0.002152636,0.0005804158,0.0003488966,0.0008954623,0.0003729938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002237482,0.0006285778,0.7211385,0.0008261908,0.000200605,5.445007e-7,0.001103461,0.00006040772,0.2727439,0.00001910183,0.0003437753,0.002711265],"study_design_scores_gemma":[0.005765213,0.0004265964,0.8664067,0.002719286,0.0002391304,0.00001657259,0.001300912,0.001711811,0.1210638,0.00004004245,0.00008772685,0.000222173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927938,0.004806814,0.0005326087,0.0003082364,0.0002087626,0.0010222,0.0002668192,0.00002384686,0.00003688537],"genre_scores_gemma":[0.9766917,0.008520495,0.01424356,0.00007190539,0.000240233,0.000146433,0.00003060336,0.00004613085,0.000008884197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1516801,"threshold_uncertainty_score":0.9999634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.33710085680591,"score_gpt":0.3325399533896033,"score_spread":0.004560903416306605,"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."}}