{"id":"W4403552437","doi":"10.1177/13524585241287388","title":"Trajectories and management of vascular risk following the diagnosis of multiple sclerosis: A population-based matched cohort study between 1987 and 2018 in England","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Multiple sclerosis; Population; Diabetes mellitus; Internal medicine; Vascular disease; Incidence (geometry); Comorbidity; Cohort; Retrospective cohort study; Stroke (engine); Blood pressure; Cohort study; Physical therapy; Cardiology; Endocrinology; Immunology","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":[0.0006845516,0.0001826024,0.0004754993,0.0005862681,0.0004332485,0.0006974366,0.0004179229,0.0004030116,0.0009848775],"category_scores_gemma":[0.002788866,0.0003731877,0.0004931251,0.00092443,0.0002262149,0.0008846258,0.0009394071,0.0006172336,0.0002018446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022361,"about_ca_system_score_gemma":0.0008498232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1013358,"about_ca_topic_score_gemma":0.1163707,"domain_scores_codex":[0.9993857,0.0001120275,0.0001068941,0.000166168,0.00009748662,0.000131771],"domain_scores_gemma":[0.9984311,0.0001184875,0.0007834696,0.0001101505,0.0002677521,0.0002888444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006910465,0.00002026182,0.9984714,0.00002215779,0.00004029305,0.0001207934,0.0004033838,0.00001561377,0.00006816415,0.00001454082,0.0001562199,0.000598037],"study_design_scores_gemma":[0.000005001709,0.00003353203,0.9993132,0.00001528383,0.00001280345,0.00008892763,0.0003279513,0.00004004564,0.00001096326,0.000008187269,0.0001419117,0.000002186231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981416,0.0002577826,0.00005575339,0.00008825511,0.00000609486,0.00001643959,0.001255279,0.000001730697,0.0001770797],"genre_scores_gemma":[0.998551,0.0001916319,0.00005413609,0.00005694119,0.000006694059,0.00002238867,0.0009114424,0.000001396709,0.0002044195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1013358,"threshold_uncertainty_score":0.2014918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07406048083742164,"score_gpt":0.3035266560302018,"score_spread":0.2294661751927801,"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."}}