Associations among negative weight‐related experiences, weight bias internalization, and body‐related self‐conscious emotions in adolescents: A daily diary study
Bibliographic record
Abstract
INTRODUCTION: The present study examined the between- and within-person associations among negative weight-related experiences, weight bias internalization, and body shame, embarrassment, and pride in adolescents. METHODS: = 15.54, 59.10% girls, 40.86% white) who completed a 5-day daily diary study in 2021. Multilevel models were estimated to examine the between- and within-person associations, as well as the cross-level interactions. RESULTS: Fifty-nine negative weight-related experiences were reported from 22 participants (23.66%) over the 5-day study period. Adolescents with higher average negative weight-related experiences (OR = 19.60, 95% CI = 1.90-202.67) and weight bias internalization (OR = 3.66, CI = 2.07-6.46) had greater odds of reporting shame. Similarly, higher average negative weight-related experiences (OR = 16.29, CI = 3.65-72.75) and weight bias internalization (OR = 2.08, CI = 1.53-2.82) was associated with greater odds of embarrassment. No within-person effects were noted, such that reporting more negative weight-related experiences or weight bias internalization than one's own average was not related to body emotions. CONCLUSIONS: This distinction underscores that the persistent, rather than episodic, aspects of negative weight-related experiences and weight bias internalization are most impactful on adolescents' body image. These findings have implications for recruitment and screening for individual-level interventions for internalized weight bias and body image, and highlight the need for system-level policies and changes that prohibit negative weight-related experiences and messages to reduce likelihood of internalizing weight bias among adolescents.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".