{"id":"W2952699422","doi":"10.1371/journal.pone.0218215","title":"High rates of health care utilization in pediatric multiple sclerosis: A Canadian population-based study","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Waterloo; Montreal Neurological Institute and Hospital; University of Toronto; McGill University; Mental Health Research Canada; Institute for Clinical Evaluative Sciences; University of Manitoba","funders":"Canadian Institutes of Health Research; Canadian Frailty Network; Hospital for Sick Children; Multiple Sclerosis Society of Canada; Alzheimer Society; Alzheimer Society Research Program; Consortium canadien en neurodégénérescence associée au vieillissement; Multiple Sclerosis Scientific Research Foundation; Ontario Institute for Regenerative Medicine; McMaster University; Crohn's and Colitis Canada; University of Waterloo; Stem Cell Network; University of Windsor; Multiple Sclerosis Society; Research Manitoba; Dalhousie University; Ontario Ministry of Health and Long-Term Care; Children's Hospital of Philadelphia; Hamilton Health Sciences; McGill University; Velux Stiftung; University of Pennsylvania","keywords":"Medicine; Multiple sclerosis; Odds ratio; Cohort; Rate ratio; Population; Pediatrics; Cohort study; Demography; Internal medicine; Immunology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007766715,0.0003817394,0.0004660258,0.001697876,0.001506634,0.0008649841,0.0009324556,0.0004011989,0.00107348],"category_scores_gemma":[0.002132757,0.0002975769,0.0006622325,0.004683983,0.000426292,0.0004016591,0.0006564397,0.0005682492,0.0001032253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01179063,"about_ca_system_score_gemma":0.0116424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9686248,"about_ca_topic_score_gemma":0.9737848,"domain_scores_codex":[0.9985629,0.00009265383,0.00008230906,0.000227563,0.0006849188,0.0003496946],"domain_scores_gemma":[0.9984179,0.00009134845,0.0005119062,0.00006185962,0.0006297875,0.0002872892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001275227,0.000009037471,0.9979982,0.00001616146,0.00003128502,0.00006200186,0.0001845455,0.00003481852,0.00006699852,0.0000387394,0.000218519,0.001326971],"study_design_scores_gemma":[0.000001626852,0.000008039754,0.9993561,0.00001096472,0.000009917892,0.00007676143,0.0001946474,0.00009674134,0.00001583166,0.00000647418,0.0002197766,0.000003073747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994544,0.000824592,0.0001205821,0.0002229234,0.000007635441,0.0000332218,0.00259222,0.000009611081,0.001645257],"genre_scores_gemma":[0.9980678,0.0005676011,0.0001407924,0.0000536473,0.000005844314,0.00001313707,0.001014244,0.000002677167,0.0001343493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03137523,"threshold_uncertainty_score":0.08554733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1677924138415902,"score_gpt":0.3267434491194208,"score_spread":0.1589510352778306,"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."}}