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Record W4409459357 · doi:10.1186/s40337-025-01256-4

An online educational resource addressing eating disorders during the menopause transition: a brief evaluation study

2025· letter· en· W4409459357 on OpenAlexaff
Gemma Sharp, Lauren Bruce, Belinda Caldwell, Isabella McGrath, Susan R. Davis, Alisha Randhawa

Bibliographic record

VenueJournal of Eating Disorders · 2025
Typeletter
Languageen
FieldPsychology
TopicEating Disorders and Behaviors
Canadian institutionsAbbotsford Veterinary Clinic
Fundersnot available
KeywordsMenopauseEating disordersResource (disambiguation)Transition (genetics)PsychologyMedicineGerontologyMedical educationApplied psychologyClinical psychologyComputer scienceEndocrinology

Abstract

fetched live from OpenAlex

The biological, psychological and social changes that occur during the menopause transition can contribute to increased risk of eating disorder onset, re-emergence or exacerbation of a pre-existing eating disorder. Owing to a substantial lack of available evidence-based information addressing the intersection of eating disorders and menopause, we co-designed a novel online resource with people with a lived experience of an eating disorder during the menopause transition and other key stakeholders. We previously demonstrated preliminary acceptability and feasibility of this resource. The aim of our study was to conduct a brief evaluation of the online resource with "real world" users. In an approximately 7-month period during 2024, with the resource being hosted on Eating Disorders Victoria's LearnED platform, 279 people enrolled in the resource. The most common resource users were health professionals, particularly dietitians and psychologists. Of these users, almost 40% completed a brief online evaluation survey included within the resource which showed that participants were primarily seeking to understand the intersection of eating disorders and menopause as well as find services for support as their reasons for engaging with the resource. According to the evaluation results, the feedback from users was very positive - they had their learning needs met, were satisfied with the experience and would recommend the resource to others. Although more comprehensive resource evaluation should be completed in the future, our brief evaluation helps to pave the way for expansion of much needed research and resource development in the neglected field of eating disorders intersecting with menopause.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.370
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.004
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 head0.041
GPT teacher head0.369
Teacher spread0.328 · 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.

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

Citations1
Published2025
Admission routes1
Has abstractyes

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