{"id":"W2988939654","doi":"10.1016/j.msard.2019.101511","title":"Factors associated with health care utilization in pediatric multiple sclerosis","year":2019,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Institute for Clinical Evaluative Sciences; University of Waterloo; York University; Hospital for Sick Children; Montreal Neurological Institute and Hospital; University of Toronto; SickKids Foundation; University of Manitoba; Manitoba Health","funders":"Canadian Institutes of Health Research; National Institutes of Health; Crohn's and Colitis Canada; University of Waterloo; Multiple Sclerosis Society of Canada; Physicians' Services Incorporated Foundation; Institute for Clinical Evaluative Sciences; Multiple Sclerosis Scientific Research Foundation; McMaster University; Dalhousie University; Hamilton Health Sciences; Ontario Ministry of Health and Long-Term Care; National Multiple Sclerosis Society; Research Manitoba; Royal Bank of Canada; University of Windsor","keywords":"Medicine; Odds ratio; Multiple sclerosis; Generalized estimating equation; Ambulatory; Neurocognitive; Quality of life (healthcare); Odds; Population; Cognition; Cohort; Pediatrics; Socioeconomic status; Physical therapy; Internal medicine; Logistic regression; 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":[0.0007493111,0.0002149515,0.0002784644,0.001256301,0.0004631465,0.0008593816,0.0002896736,0.0004141807,0.001393559],"category_scores_gemma":[0.004932918,0.0001748327,0.0007455365,0.002973158,0.0002517461,0.0004236921,0.0004789666,0.000827945,0.00009253384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006802382,"about_ca_system_score_gemma":0.001206307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03533484,"about_ca_topic_score_gemma":0.03225058,"domain_scores_codex":[0.9989731,0.0003485884,0.0001557027,0.00009065269,0.000167692,0.0002642685],"domain_scores_gemma":[0.9961442,0.0009137221,0.002042691,0.000119022,0.0003326905,0.0004475781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000172016,0.00003054204,0.9990675,0.000008817287,0.0000333992,0.00005417923,0.00006626514,0.00001861752,0.00002296223,0.00001861028,0.00004020503,0.0006216669],"study_design_scores_gemma":[8.266933e-7,0.00002223259,0.9992561,0.00001436076,0.00002184407,0.000130075,0.0003627886,0.00005053118,0.00002875818,0.000006801967,0.0001042166,0.000001380781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983903,0.0007806282,0.00002263527,0.00009012944,0.000004745727,0.000003108919,0.0002895687,0.000001395858,0.0004174936],"genre_scores_gemma":[0.9990571,0.0005358806,0.00005815788,0.00002611485,0.000008753053,0.000006267779,0.0002350532,0.000001418584,0.00007139604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03533484,"threshold_uncertainty_score":0.07025832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005793607646335,"score_gpt":0.2844188698074197,"score_spread":0.2043609337309564,"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."}}