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Record W4406965552 · doi:10.1080/28367138.2025.2453170

Eating disorder risk in undergraduate students: exploring academic, wellness and social factors and potential to flourish

2025· article· en· W4406965552 on OpenAlexaffabout
Ken Fowler, Stacey Wareham‐Fowler

Bibliographic record

VenueJournal of College Student Mental Health · 2025
Typearticle
Languageen
FieldPsychology
TopicEating Disorders and Behaviors
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsPsychologyMedical educationMedicine

Abstract

fetched live from OpenAlex

Eating disorder (ED) psychopathology is a public health concern for undergraduate students and likely to coincide with university adjustment challenges. Using the National College Health Assessment (NCHA-III) (2023) survey, undergraduates enrolled at an Atlantic Canadian university (N = 887; mean age 22.1 years) were screened for EDs based on the Sick Control One-stone Fat Food (SCOFF) questionnaire, and assessed whether performance, wellness, and social factors predicted positive mental health (PMH). Overall, 29.4% (33.2% female vs. 21.9% male) screened positive for an ED, and relative to undergraduates not at risk, were more likely to report problems with academics, faculty, family, partners, and peers, greater isolation/loneliness, and weaker university belongingness, poorer health status, and greater psychological distress. Although more likely to languish, 20% of ED risk students were observed to flourish, with academic success, university belongingness, better health, and lower ED severity, distress, and loneliness predictive of higher PMH. Implications of findings are discussed.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.058
Threshold uncertainty score0.749

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 studies0.0010.000
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 head0.025
GPT teacher head0.387
Teacher spread0.362 · 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 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

Citations2
Published2025
Admission routes2
Has abstractyes

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