{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004049629,0.0005428026,0.0009455045,0.0006349112,0.0003766039,0.00007020986,0.0001658673,0.0003548065,0.0001135225],"category_scores_gemma":[0.0008967267,0.0004091309,0.0001847435,0.001526998,0.0002103614,0.0002706733,0.0001525255,0.0006896987,0.00002531529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004218146,"about_ca_system_score_gemma":0.0002096129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008167651,"about_ca_topic_score_gemma":0.004080418,"domain_scores_codex":[0.9962552,0.0002508038,0.0007511039,0.0009542605,0.0007893604,0.0009993099],"domain_scores_gemma":[0.9980268,0.0005683168,0.0003129359,0.0004654823,0.0002235995,0.0004028119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002134494,0.0004852495,0.9811713,0.0002648961,0.0001764092,8.773185e-7,0.005067188,0.000355376,0.0005361303,0.00000566558,0.0002136883,0.01150979],"study_design_scores_gemma":[0.01317104,0.0007295629,0.9740607,0.0007548596,0.00007631617,4.087628e-7,0.006830632,0.003648488,0.0001348502,0.00000325561,0.0001474782,0.000442427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898166,0.005801067,0.00001650164,0.0008191817,0.0001967088,0.002359257,0.00008338382,0.0002202869,0.000687],"genre_scores_gemma":[0.9878666,0.01108456,0.00007919509,0.0001279144,0.00002428132,0.00009338419,0.0004618732,0.0001047229,0.0001574084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295759,"threshold_uncertainty_score":0.999836,"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."}}