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Record W4389401393 · doi:10.46292/sci23-1983939s

Student Competition (Clinical/Best Practice Implementation) ID 1983939

2023· article· en· W4389401393 on OpenAlexaff
Giuseppe Gazzellone, Sarah Lanteigne, Kimberley L. Gammage, Val A. Fajardo, David S. Ditor

Bibliographic record

VenueTopics in Spinal Cord Injury Rehabilitation · 2023
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsBrock University
Fundersnot available
KeywordsMedicineIntervention (counseling)Depression (economics)Physical therapySpinal cord injuryPopulationPsychiatrySpinal cordEnvironmental health

Abstract

fetched live from OpenAlex

Background Previous research has shown that an anti-inflammatory diet can reduce inflammation and improve health outcomes in individuals with neurological disability; however, long term dietary adherence has proven to be challenging. Accordingly, we have designed a 2-part consultation targeted at identified barriers for adherence to an anti-inflammatory diet in this population. Objectives This study aimed to determine the effects of the consultation on self-efficacy for adhering to an anti-inflammatory diet, as well as adherence and health outcomes one month post-intervention. Design/Methods Eleven individuals (10 female, age 51.5±12.6 years) with neurological disability (7 multiple sclerosis, 3 spinal cord injury, 1 muscular dystrophy; 20.5±10.6 years post-injury/diagnosis) participated. The intervention group (n=7) received recipes for an anti-inflammatory diet and the 2-part consultation, while controls (n=4) received the recipes only. The consultation consisted of a home-visit that included cooking and accessible kitchen equipment demonstrations, and an accompanied trip to the grocery store. Results Both task and barrier self-efficacy improved immediately following the consultation and tended to stay above baseline one month post-intervention. The consultation was also associated with increased dietary adherence one month post-intervention and decreased depressive symptoms as measured by the Centre for Epidemiological Studies Depression Scale (CES-D). Changes in dietary adherence (r=-0.61; p=0.045), and barrier self-efficacy (r=-0.77; p=0.009) were negatively correlated to changes in CES-D scores. Conclusions A consultation targeted at barriers related to anti-inflammatory eating can improve self-efficacy for adherence as well as actual adherence and depressive symptomology one month later. Further follow-up studies to determine the persistence of these effects are warranted.

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)0.003
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.187
Threshold uncertainty score0.267

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0010.000
Scholarly communication0.0030.002
Open science0.0020.005
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.8130.550

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 head0.054
GPT teacher head0.475
Teacher spread0.421 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2023
Admission routes1
Has abstractyes

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