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Record W3120104614 · doi:10.1111/cob.12437

“I don't want them to think that what they said matters”: How treatment ‐ seeking adolescents with severe obesity cope with <scp>weight‐based</scp> victimization

2021· article· en· W3120104614 on OpenAlexafffund
Órla Walsh, Elizabeth Dettmer, Andrea Regina, Linlei Ye, Jennifer Christian, Jill Hamilton, Alène Toulany

Bibliographic record

VenueClinical Obesity · 2021
Typearticle
Languageen
FieldHealth Professions
TopicObesity and Health Practices
Canadian institutionsInstitute for Work & HealthInstitute for Clinical Evaluative SciencesUniversity of TorontoSickKids FoundationHospital for Sick ChildrenPublic Health Ontario
FundersHospital for Sick Children
KeywordsDenialCoping (psychology)MedicineHarmObesityMental healthClinical psychologyWeight managementQualitative researchSuicide preventionPsychiatryPsychologyPoison controlWeight lossSocial psychologyPsychotherapistMedical emergency

Abstract

fetched live from OpenAlex

Adolescents with severe obesity are subject to a high prevalence of weight-based victimization that may lead to pervasive mental health symptoms. However, different coping strategies could potentially modulate these psychological consequences. This study aims to explore how treatment-seeking adolescents with severe obesity cope with weight-based victimization. This was a qualitative research study using an interpretive phenomenological analytic approach. One-on-one semi structured interviews were completed with 19 adolescents (63% female) enrolled in a weight management program. The interviews were transcribed and sequentially analysed until data saturation was attained. The majority of participants (89.5%) described being a victim of weight-based victimization and highlighted a significant emotional toll. Two key themes were identified that captured the various coping strategies used by participants. Over half (52.9%) described approach coping strategies where they acted on the source to invoke change by standing up for themselves, helping others in similar situations or becoming a bully themselves. Whilst the majority (94.1%) used avoidant coping strategies such as feigning a strong exterior façade, denial, isolation and self-harm. Nearly half (47.1%) used both strategies. Treatment-seeking adolescents with severe obesity commonly use avoidant coping strategies to deal with weight-based victimization. These strategies are associated with negative mental health outcomes and should be evaluated when counselling adolescents with obesity who have experienced weight-based victimization.

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)0.005
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0040.005
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0020.003
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 head0.098
GPT teacher head0.398
Teacher spread0.300 · 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 designQualitative
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

Citations7
Published2021
Admission routes2
Has abstractyes

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