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Record W4405200533 · doi:10.1136/bmjnph-2024-000975

Health policy to address disease-related malnutrition: a scoping review

2024· review· en· W4405200533 on OpenAlexafffund
Katherine L. Ford, Carlota Basualdo‐Hammond, Roseann Nasser, Melita Avdagovska, Heather Keller, Ainsley Malone, María Isabel Toulson Davisson Correia, Diana Cárdenas, Leah Gramlich

Bibliographic record

VenueBMJ Nutrition Prevention & Health · 2024
Typereview
Languageen
FieldNursing
TopicChild Nutrition and Water Access
Canadian institutionsResearch Institute for AgingUniversity of AlbertaSaskatchewan HealthSaskatchewan Health AuthorityAlberta Health ServicesUniversity of Waterloo
FundersCanadian Institutes of Health Research
KeywordsMalnutritionDiseaseEnvironmental healthMedicinePathology

Abstract

fetched live from OpenAlex

Background: Health policies promote optimal care, yet policies that address disease-related malnutrition (DRM) are lacking. The purpose of this study was to conduct a scoping review to identify literature on existing and planned policy to address DRM in children or adults and explore the settings, contexts and actors of DRM policy. Methods: A search strategy comprising DRM and policy keywords was applied to eight databases on 24 February 2023. Articles that addressed DRM and policy were selected for inclusion after two independent reviews. The health policy triangle (HPT) framework (ie, actors, content, contexts and processes considerations for policy) guided data extraction and thematic analysis. Results: A total of 67 articles were included out of the 37 196 identified. Some articles (n=14) explored established policies at the local level related to food and mealtime, nutrition care practices, oral nutritional supplement prescribing or reimbursement. Other articles gave direction or rationale for DRM policy. As part of the HPT, actors included researchers, advocacy groups and DRM champions while content pertained to standard processes for nutrition care such as screening, assessment, intervention and monitoring. Contexts included acute care and care home settings with a focus on paediatrics, adults, older adults. Processes identified were varied and influenced by the type of policy (eg, local, national, international) and its goal (eg, advocating, developing, implementing). Discussion: There is a paucity of global DRM policy. Nutrition screening, assessment, intervention and monitoring are consistently identified as important to DRM policy. Decision makers are important actors and should consider context, content and processes to develop and mobilise DRM policy to improve nutrition care. Future efforts need to prioritise the development and implementation of policies addressing DRM.

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)0.041
metaresearch head score (Gemma)0.142
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.041
Threshold uncertainty score0.216

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0410.142
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0050.005
Bibliometrics0.0280.029
Science and technology studies0.0020.003
Scholarly communication0.0080.008
Open science0.0030.005
Research integrity0.0060.004
Insufficient payload (model declined to judge)0.0050.001

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 head0.099
GPT teacher head0.499
Teacher spread0.400 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations4
Published2024
Admission routes2
Has abstractyes

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