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Record W7032816178

Overweight & obesity and risky sexual behavior among Canadian adolescents

2015· dissertation· en· W7032816178 on OpenAlexaffabout

Bibliographic record

VenueMemorial University Research Repository (Memorial University) · 2015
Typedissertation
Languageen
FieldComputer Science
TopicEngineering and Information Technology
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsOverweightObesityPopulationSexual behaviorAssociation (psychology)Reproductive health
DOInot available

Abstract

fetched live from OpenAlex

In Canada, the prevalence of adolescent overweight and obesity has increased significantly and currently accounts for about 20% of the adolescent population in the 12 to 17 year old age group. Adolescents with a higher weight status experience a host of physical, social and psychological challenges and have been shown to have an increased likelihood of engaging in various high-risk behaviors. However, the relationship between adolescent overweight and obesity and risky sexual behavior has received scant attention in the literature. Studies have shown that there is a significant association between obesity and lower levels of self-esteem as well as body image satisfaction. In turn, a number of studies have demonstrated that lower levels of self-esteem and body image satisfaction are predictors of risky sexual behavior. Accordingly, the aim of this study was to unveil any direct associations between adolescent overweight and obesity and risky sexual behavior, and explore the possibility of body image satisfaction and self-esteem as psychological pathways. Data from the 2009/2010 cycle of the Canadian Community Health Survey (CCHS) were used, where a total of 8 168 participants between the ages of 15 to 19 were included. The results of this study showed that obese female adolescents were less likely to have ever had sex, both in the 15 to 17 year old age group as well as the 18 to 19 year old age group. In the 15 to 17 year old age group, overweight females were more likely to be diagnosed with a sexually transmitted infection (STI) and in the 18 to 19 year old age group, obese females were less likely to have used a condom the last time they had sex and less likely to have used birth control in the past 12 months. Overweight and obese adolescents had significantly lower levels of body image satisfaction in both age groups, while obese adolescents experienced lower levels of self-esteem in the 15 to 17 year old age group. Implications for intervention and prevention strategies are discussed and recommendations for future studies provided.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.016
Threshold uncertainty score0.115

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.004
Science and technology studies0.0040.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.018
GPT teacher head0.245
Teacher spread0.227 · 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

Citations0
Published2015
Admission routes2
Has abstractyes

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