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Record W3167803450 · doi:10.1093/cdn/nzab051_009

Qualitative Evaluation of a Diet Self-Monitoring Tool in a Sample of Older Adults

2021· article· en· W3167803450 on OpenAlexaffabout
Celeste C. Bouchaud, May Slim, Jean‐Philippe Gouin, Hugues Plourde, Tamara R. Cohen

Bibliographic record

VenueCurrent Developments in Nutrition · 2021
Typearticle
Languageen
FieldNursing
TopicNutrition, Health and Food Behavior
Canadian institutionsConcordia UniversityUniversity of British ColumbiaMcGill University
Fundersnot available
KeywordsUsabilityThematic analysisFood choicePsychologyPerceptionApplied psychologyMedicineGerontologyQualitative researchComputer scienceHuman–computer interactionPathology

Abstract

fetched live from OpenAlex

Adherence to diet self-monitoring tools typically declines over time. Diet self-monitoring tools often ask people to itemize their foods and record their serving sizes. This method of tracking does not conform to food guides that resemble a plate. The objective of this study is to explore the perceptions of healthy older adults on the usability of a traditional food journal (Journal) compared to a simplified plate-based (Plate) tool based on the 2019 Canada's Food Guide. A crossover study design was used to evaluate the two tools. Participants (n = 48) were randomized to track their food on three days using either the Journal or the Plate for one week then the other tool for the following week. Once complete, 45 participants completed semi-structured interviews to assess their perceptions of the tools and their preferences. Results were analyzed using thematic analysis to identify emerging themes. The main themes identified for the Plate were “easy”, “visual”, and “quick” whereas for the Journal were “detail”, “quantification”, and “familiarity”, with 46.7% and 46.7% preferring the Plate and Journal respectively (6.7% preferred neither tool). When asked about using the tools for future dietary changes, 62.2% and 31.1% preferred the Plate and Journal respectively (6.7% preferred neither tool). A simplified tool such as a plate is an acceptable self-monitoring tool for older adults. Future studies will be test adherence to self-monitoring using this simplified plate based self-monitoring tool. R. Howard Webster Foundation

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.259
Threshold uncertainty score0.663

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.093
GPT teacher head0.441
Teacher spread0.349 · 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 teacher head, 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
Published2021
Admission routes2
Has abstractyes

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