{"id":"W4205928645","doi":"10.3389/fimmu.2021.794075","title":"Disease-Modifying Drug Uptake and Health Service Use in the Ageing MS Population","year":2022,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Nova Scotia Health Authority; Dalhousie University; University of Saskatchewan; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Hazard ratio; Population; Observational study; Multiple sclerosis; Disease; Proportional hazards model; Pediatrics; Demography; Gerontology; Internal medicine; Confidence interval; Environmental health; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001909432,0.0001500337,0.0004118966,0.0008231614,0.0002283549,0.0007737999,0.0003216272,0.000404758,0.002488167],"category_scores_gemma":[0.0108056,0.0001510244,0.0007054345,0.00127804,0.0002580182,0.0006453438,0.0006628538,0.0007230765,0.0002822191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006663136,"about_ca_system_score_gemma":0.0005172399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02429663,"about_ca_topic_score_gemma":0.01965128,"domain_scores_codex":[0.9986829,0.0004633973,0.0001788931,0.0002139884,0.0002499725,0.0002107011],"domain_scores_gemma":[0.9931559,0.001784863,0.003690396,0.0002233938,0.0005841606,0.0005612917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001016726,0.00003448041,0.9939348,0.0000729258,0.0001581435,0.00004014879,0.0001988981,0.0001151532,0.00006038783,0.00007954585,0.0002580532,0.004945842],"study_design_scores_gemma":[0.000004733407,0.0000643692,0.999,0.0000445334,0.00004725255,0.00007523305,0.000146415,0.000202523,0.00001934198,0.00006281408,0.0003298667,0.000002962249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948555,0.002263392,0.0001185502,0.0005175972,0.0000126687,0.0000125386,0.001136181,0.000005071046,0.00107843],"genre_scores_gemma":[0.9984074,0.0007812713,0.00005946918,0.00009479623,0.00002863189,0.00001003584,0.0004661522,0.000002156522,0.0001500517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02429663,"threshold_uncertainty_score":0.04831046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06498680733091136,"score_gpt":0.3257343157039455,"score_spread":0.2607475083730342,"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."}}