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Record W4296782086 · doi:10.1093/pch/21.supp5.e90

The Cost of the Gluten-Free Diet: Household Food Expenditures in Families With a Child or Adolescent With Celiac Disease

2016· article· en· W4296782086 on OpenAlexaffabout
A Alzaben, Diana R. Mager, J Turner, M Marcon, S Anders

Bibliographic record

VenuePaediatrics & Child Health · 2016
Typearticle
Languageen
FieldMedicine
TopicCeliac Disease Research and Management
Canadian institutionsAlberta Hospital Edmonton
Fundersnot available
KeywordsMedicineGluten freeEnvironmental healthGlutenDiseaseDemographicsPediatricsDemographyInternal medicine

Abstract

fetched live from OpenAlex

Abstract BACKGROUND: Celiac disease (CD) is a digestive disease that is caused by an immune reaction to the protein gluten. The gluten free diet (GFD) is the only treatment for CD. In 2012, the sale of GF processed foods reached up to $460million in Canada; an increase in 25% since 2008. Despite being the fastest growing food intolerance category in Canada, GFD consumers face challenges from various voluntary GF-labelling schemes and limited retail and food-service product options. OBJECTIVES: To estimate GF-food expenditure patterns for affected families with children or adolescents with CD to identify the cost burden of following a GFD and compared against non-GFD Canadian families. DESIGN/METHODS: A pilot study was conducted in families with a child with biopsy proven CD following the GFD (n=15; 10±3 years) and attending a GI/CD clinic. Family Socio-demographics (age of parents, number of children/number of members following GFD in households) and the receipts of food purchases over a one-month period were obtained from parents/caregivers. The cost of GFD was analyzed as “actual food costs on related receipts” and determined as total GFD cost (per household/per child with CD) basis. The result of this study was compared against average incomes and food expenditures of Canadian households as reported by Statistic Canada in 2013. RESULTS: The mean age of the parents of child with CD was (44±5 years) and the mean number of children in households was 2.0±0.6. The average duration of following GFD was 4±2 years (age at diagnosis 6±2 years). The median income for Canadian family and for family with children with CD was C$ 84,000/year and C$ 100,000/year, respectively. The average food expenditure was C$ 842/month for the average Canadian household with children vs C$ 1105±393/month for comparable Canadian households affected by CD. The amount of money spent on GF packaged foods was C$ 145±100/month. The average food expenditure of GF food and gluten containing food was C$112±72/child/month (+GF) and C$ 29±14/house-hold member/month (-GF), respectively. CONCLUSION: Total food expenditures in families with a child/adolescent with CD are higher than the Canadian averages. This has implications on economic access and adherence to GFD in children/adolescents with CD. CD and proper dietary adherence to GFD guidelines poses significant economic burdens on affected families. These results and unanswered questions of economic access, affordability and quality of life hold several Canadian policy implications.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.362
Threshold uncertainty score0.719

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.019
GPT teacher head0.260
Teacher spread0.241 · 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".

Quick stats

Citations0
Published2016
Admission routes2
Has abstractyes

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