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Record W3030803240 · doi:10.3148/cjdpr-2020-015

Are Therapeutic Diets in Long-Term Care Affecting Resident Food Intake and Meeting their Nutritional Goals?

2020· article· en· W3030803240 on OpenAlexafffundvenue
Sarah Wu, Jill Morrison, Christina Lengyel, Natalie Carrier, Sarah Awwad, Heather Keller

Bibliographic record

VenueCanadian Journal of Dietetic Practice and Research · 2020
Typearticle
Languageen
FieldMedicine
TopicNutrition and Health in Aging
Canadian institutionsResearch Institute for AgingUniversité de MonctonUniversity of ManitobaUniversity of Waterloo
FundersCanadian Institutes of Health Research
KeywordsMedicineCalorieMalnutritionMedical prescriptionEnvironmental healthFood intakeNutrientGerontologyBiologyInternal medicineNursing

Abstract

fetched live from OpenAlex

Purpose: To examine health characteristics of long-term care (LTC) residents prescribed therapeutic diets (promoting or restricting intake of key food components), to determine how these diets influenced intake and whether there were differences in food intake and malnutrition risk between residents with and without restrictive diets. Methods: Secondary analysis of the Making the Most of Mealtimes Study includes 435 residents with no/mild cognitive impairment in 32 LTC homes across 4 provinces. Health records were reviewed for diet prescriptions and other characteristics. Weighed and observed food and fluid consumption over 3 nonconsecutive days determined intake. Bivariate and multivariable linear regressions identified associations between therapeutic diets and intake and key nutrients. Results: Almost half (42%) of participants were prescribed a therapeutic diet. Residents receiving restrictive diets (28%) consumed absolute calories consistent with those receiving a regular diet, but kcal/kg was significantly lower (22.1 ± 5.5 vs 23.6 ± 5.3). Low sodium and weight-promoting diets were the only therapeutic diets associated with their corresponding key nutrient profiles. Restrictive therapeutic diets were not associated with energy or protein intake when adjusting for covariates. Conclusions: Restrictive therapeutic diets among those with mild to no cognitive deficits do not appear to impair food intake.

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)0.003
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 score0.927
Threshold uncertainty score0.146

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
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)0.0010.000

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 head0.159
GPT teacher head0.424
Teacher spread0.265 · 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

Citations7
Published2020
Admission routes3
Has abstractyes

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Same venueCanadian Journal of Dietetic Practice and ResearchSame topicNutrition and Health in AgingFrench-language works237,207