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Nourish the mind: The need for nutrition-focused education in nursing to improve health outcomes

2025· article· en· W4413031080 on OpenAlexaff
Sasha DuBois, Anniece Spencer, Adrianna Nava, Mary Kaminski, Andie Lee Gonzalez, Mary Beth Arensberg

Bibliographic record

VenueJournal of Professional Nursing · 2025
Typearticle
Languageen
FieldMedicine
TopicNutrition and Health in Aging
Canadian institutionsAbbott (Canada)
Fundersnot available
KeywordsNursingNurse educationMedicineMEDLINENursing researchPsychologyPolitical science

Abstract

fetched live from OpenAlex

Nutrition is a fundamental component of nursing education and is essential to providing high quality care across the spectrum of healthcare. Nutrition is particularly important for meeting the care needs of older adult and young child populations who may be at increased risk for malnutrition. In the United States (U.S.) nutrition-focused nursing education may be limited, but there are opportunities for enhancement at the baccalaureate and graduate levels. This policy paper briefly outlines the need to enhance nutrition as an integral part of high-quality nursing care to align with current nutrition policy changes in the U.S. It also discusses segmenting nutrition content by nursing degree programs, differentiating nutrition content as separate from versus integrated into nursing curricula, and effective teaching methods for nutrition content. Also described are nutrition-focused continuing education and certifications that can further augment nutrition in nursing education programs to "nourish the mind" of future practitioners.

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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.760
Threshold uncertainty score0.425

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.026
GPT teacher head0.471
Teacher spread0.445 · 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 designOther design
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

Citations3
Published2025
Admission routes1
Has abstractyes

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