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Record W7034552726

Variation in the Care of Children with Inflammatory Bowel Disease Within and Across Canadian Provinces: A Multi-Province Population-Based Cohort Study

2024· article· en· W7034552726 on OpenAlexaboutno aff

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2024
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicVenomous Animal Envenomation and Studies
Canadian institutionsnot available
Fundersnot available
KeywordsHepatologyInflammatory bowel diseaseEpidemiologySick childUniversity hospitalCohort studyPublic healthTransplant surgery
DOInot available

Abstract

fetched live from OpenAlex

M Ellen Kuenzig,1,2 Therese A Stukel,3,4 Matthew W Carroll,5 Gilaad G Kaplan,6 Anthony R Otley,7 Harminder Singh,8– 10 Alain Bitton,11 Stephen G Fung,12,13 Sarah Spruin,3,14 Stephanie Coward,6 Yunsong Cui,15 Zoann Nugent,8 Anne M Griffiths,1,2,16 David R Mack,12,13,17 Kevan Jacobson,18 Geoffrey C Nguyen,3,4,19 Laura E Targownik,19 Wael El-Matary,20 Charles N Bernstein,8,9 Trevor J B Dummer,21 Jennifer L Jones,15 Lisa M Lix,22 Sanjay K Murthy,14,23– 25 Juan Nicolás Peña-Sánchez,26 Soheila Nasiri,12,13 Eric I Benchimol1– 4,16 On behalf of the Canadian Gastro-Intestinal Epidemiology Consortium1SickKids Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children (Sickkids), Toronto, Ontario, Canada; 2Child Health Evaluative Sciences, SickKids Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada; 3ICES, Toronto, Ontario, Canada; 4Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada; 5Division of Pediatric Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, University of Alberta, Edmonton, Alberta, Canada; 6Departments of Medicine & Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; 7Department of Pediatrics, Dalhousie University, Halifax, Nova Scotia, Canada; 8Univeristy of Manitoba IBD Clinical and Research Centre, University of Manitoba, Winnipeg, Manitoba, Canada; 9Department of Internal Medicine, Max Rady College of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada; 10Research Institute at CancerCare Manitoba, Winnipeg, Manitoba, Canada; 11McGill University Health Centre, Division of Gastroenterology and Hepatology, Montreal, Québec, Canada; 12CHEO Inflammatory Bowel Disease Centre, Division of Gastroenterology, Hepatology and Nutrition, CHEO, Ottawa, Ontario, Canada; 13CHEO Research Institute, Ottawa, Ontario, Canada; 14Ottawa Hospital Research Institute, Ottawa, Ontario, Canada; 15Department of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada; 16Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada; 17Department of Pediatrics, University of Ottawa, Ottawa, Ontario, Canada; 18Department of Pediatrics, BC Children’s Hospital Research Institute, University of British Columbia, Vancouver, British Columbia, Canada; 19Mount Sinai Hospital Centre for Inflammatory Bowel Disease, Department of Medicine, University of Toronto, Toronto, Ontario, Canada; 20Department of Pediatrics, University of Manitoba, Winnipeg, Manitoba, Canada; 21School of Population and Public Health, University of British Columbia, Vancouver, BC, Canada; 22Department of Community Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada; 23Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada; 24Division of Gastroenterology, The Ottawa Hospital IBD Centre, Ottawa, Ontario, Canada; 25School of Epidemiology and Public Health, University of Ottawa, Ottawa, Ontario, Canada; 26Department of Community Health & Epidemiology, College of Medicine, University of Saskatchewan, Saskatoon, Saskatchewan, CanadaCorrespondence: Eric I Benchimol, The Hospital for Sick Children Division of Gastroenterology, Hepatology and Nutrition 555 University Avenue, Toronto, ON, M5G 1X8, Canada, Fax +1-416-813-4972, Email eric.benchimol@sickkids.caPurpose: The incidence of childhood-onset inflammatory bowel disease (IBD) is rising. We described variation in health services utilization and need for surgery among children with IBD between six and 60 months following IBD diagnosis across Canadian pediatric centers and evaluated the associations between care provided at diagnosis at each center and the variation in these outcomes.Patients and Methods: Using population-based deterministically-linked health administrative data from four Canadian provinces (Alberta, Manitoba, Nova Scotia, Ontario) we identified children diagnosed with IBD < 16 years of age using validated algorithms. Children were assigned to a pediatric center of care using a hierarchical approach based on where they received their initial care. Outcomes included IBD-related hospitalizations, emergency department (ED) visits, and IBD-related abdominal surgery occurring between 6 and sixty months after diagnosis. Mixed-effects meta-analysis was used to pool results and examine the association between center-level care provision and outcomes.Results: We identified 3784 incident cases of pediatric IBD, of whom 2937 (77.6%) were treated at pediatric centers. Almost a third (31.4%) of children had ≥ 1 IBD-related hospitalization and there were 0.66 hospitalizations per person during follow-up. More than half (55.8%) of children had ≥ 1 ED visit and there were 1.64 ED visits per person. Between-center heterogeneity was high for both outcomes; centers where more children visited the ED at diagnosis had more IBD-related hospitalizations and more ED visits during follow-up. Between-center heterogeneity was high for intestinal resection in Crohn’s disease but not colectomy in ulcerative colitis.Conclusion: There is variation in health services utilization among children with IBD and risk of undergoing intestinal resection in those with Crohn’s disease, but not colectomy among children with ulcerative colitis, across Canadian pediatric tertiary-care centers. Improvements in clinical care pathways are needed to ensure all children have equitable and timely access to high quality care.Plain Language Summary: Inflammatory bowel disease (IBD) is a chronic health condition of the gastrointestinal system, which is becoming more common in children. They require lifelong treatment and receiving high quality care is important for preventing complications. We determined if outcomes of children with IBD was different across Canada. We also tested if differences in care at diagnosis was related to outcomes. More than three-quarters of children with IBD were treated at pediatric hospitals. Children treated at some hospitals were more likely to be hospitalized and visit the emergency room when compared to children treated at other hospitals. Children with Crohn’s disease (one type of IBD) were more likely to have surgery at some hospitals when compared to children treated at other hospitals. We should improve care to make sure children living with IBD have timely access to high quality specialist care.Keywords: Crohn’s disease, ulcerative colitis, health administrative data, variation in care, health services utilization, surgery

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.961
Threshold uncertainty score0.285

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.008
Science and technology studies0.0040.001
Scholarly communication0.0020.001
Open science0.0040.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.049
GPT teacher head0.434
Teacher spread0.384 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2024
Admission routes1
Has abstractyes

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