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S830 Comparison of Weekday and Weekend Dietary, Symptom, and Breath Gas Profiles in Adults With GI Symptoms

2024· article· en· W4403725491 on OpenAlexaff
David Armstrong, Barry McBride, Robert E. Burke, Pedro Morell Miranda, Claire Shortt

Bibliographic record

VenueThe American Journal of Gastroenterology · 2024
Typearticle
Languageen
FieldMedicine
TopicObstructive Sleep Apnea Research
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedicineInternal medicineGerontology

Abstract

fetched live from OpenAlex

Introduction: Accurate assessment of gastrointestinal (GI) symptoms and dietary patterns is essential for effectively managing GI patients. In the general population, dietary patterns typically change from weekdays to weekends. Fermentable oligo-, di-, monosaccharides and polyols (FODMAPs) are food components that are known to trigger GI symptoms. In this retrospective study of adults with GI symptoms, we evaluated whether FODMAP consumption, symptom patterns and non-fasting breath gas levels changed from weekdays to weekends. Methods: Subjects with mild/moderate GI symptoms used an app-connected breath analyzer (FoodMarble, Ireland) to collect hourly H2 and CH4 readings during waking hours and logged meal content and symptom severity (0-10 scale) while following their habitual diet for 1 week. Subjects with an average symptom severity ≥ 3 for at least 1 of bloating, flatulence or abdominal were included in the analysis. Average hourly H2 and CH4 levels, FODMAP consumption and symptom scores were compared between weekdays and weekends. Results: 626 subjects (383 women, mean age 44 ± 13) were included in the analysis. There were no significant weekday-weekend differences in hourly average FODMAP consumption (Figure 1A), although there was an early rise in weekday consumption, possibly reflecting earlier breakfast times. Weekend morning H2 was slightly higher than weekday H2, which may reflect increased fermentable intake on the evenings previous or later evening meal timings on the weekend (Figure 1B). The typical rise in diurnal H2 seen in the middle of the day happens sooner on weekdays. Possibly due to earlier morning and midday meal times. Weekday-weekend CH4 levels were more stable throughout the day. The symptoms are relatively similar between the weekend and weekday. For the weekend, bloating is generally somewhat lower, flatulence somewhat higher, especially for the latter half of the day and abdominal pain slightly elevated in the morning (Figure 1C). Conclusion: Despite some points of difference, overall dietary, breath gas and symptom patterns do not appear to vary greatly between weekdays and weekends in this cohort. This indicates that there would typically not be a need to stratify by weekend and weekday in analyses of these variables in similar cohorts. Where breath samples are to be collected at particular time points in the day, the timing could be set to where the weekend and weekday levels are most similar and least changeable on average.Figure 1.: (A) Hourly averages of weekday-weekend FODMAP consumption in adults with GI symptoms. (B) Hourly averages of weekday-weekend breath H2 and CH4 levels in adults with GI symptoms. (C) Hourly averages of weekday-weekend bloating, flatulence and abdominal pain scores. Note: n numbers are limited to those who logged a given symptom.

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)0.001
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 score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.001

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 head0.009
GPT teacher head0.290
Teacher spread0.281 · 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
Published2024
Admission routes1
Has abstractyes

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