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Record W4410051894 · doi:10.1016/j.bodyim.2025.101897

Cultural stereotypes and personal beliefs about thin people: A form of fat resistance

2025· article· en· W4410051894 on OpenAlexaff
Flora Oswald, Devinder Khera, Jes L. Matsick, Kimberly E. Chaney

Bibliographic record

VenueBody Image · 2025
Typearticle
Languageen
FieldHealth Professions
TopicObesity and Health Practices
Canadian institutionsWestern University
Fundersnot available
KeywordsPsychologyResistance (ecology)Social psychologyDevelopmental psychology

Abstract

fetched live from OpenAlex

Stereotypes about fatness and fat people are central to a large body of research examining how fatness operates in intergroup relations, and much is known about the content of these stereotypes about fat people. However, intergroup relations are necessarily bidirectional, and many fat people engage in resistance of the thin ideal, challenging the social power afforded to thinness. Building upon evidence that members of other marginalized groups engage in upward stereotyping – that is, hold stereotypes about members of relevant advantaged groups – we examined fat people’s knowledge and endorsement of stereotypes about thin people to gain insight into fat people’s resistance. In Study 1, we used a qualitative paradigm to elucidate fat people’s ( N = 196) awareness of cultural stereotypes about thin people. In Study 2, we examined fat people’s ( N = 139) personal endorsement of these stereotypes about thin people. Participants generally endorsed thin stereotypes at or above the scale mean, and endorsement of thin stereotyping was positively associated with fat people’s resistance to the notion that thin people are superior. Together, these studies highlight novel stereotype content about thin people and provide insight into fat people’s cognitive, affective, and attitudinal experiences within fat-thin intergroup relations. • We examined fat people’s knowledge and endorsement of stereotypes about thin people. • A qualitative paradigm revealed awareness of cultural stereotypes about thin people. • Upward resistance predicted fat people’s endorsement of stereotypes about thin people. • Research must consider fat people as active agents in thin-fat intergroup relations.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.005
Scholarly communication0.0020.001
Open science0.0000.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.028
GPT teacher head0.421
Teacher spread0.394 · 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 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

Citations4
Published2025
Admission routes1
Has abstractyes

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