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Record W2025207138 · doi:10.1080/09581590600680621

Risky groups, risky behaviour, and risky persons: Dominating discourses on youth sexual health

2006· article· en· W2025207138 on OpenAlexaffabout
Jean Shoveller, Joy L. Johnson

Bibliographic record

VenueCritical Public Health · 2006
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsShameAgency (philosophy)Public healthReproductive healthHuman sexualityNorm (philosophy)ReflexivitySociologySocial psychologyPsychologyCriminologyGender studiesPopulationPolitical scienceMedicineSocial scienceDemographyLaw

Abstract

fetched live from OpenAlex

Significant public health attention has been focused on the problems of youth sexual behaviour. Empirical public health research in this area has attempted to account for mostly negative sexual health outcomes (e.g. sexually transmitted infections and teenage pregnancies) by examining individual characteristics and risk-taking behaviour. Public health practice has followed suit, focusing primarily on modifying sexual risk behaviour and lifestyle ‘choices’. In doing so, we may be unwittingly committed to an unarticulated and unrealistic set of assumptions about the level of agency and control that is afforded to many young people. The purpose of this paper is to begin to ‘unpack’ the underpinnings to conventional approaches to public health research and service provision related to youth sexual health in Canada. Drawing on the works of Foucault to show how discourses concerning risky groups, risky behaviour and risky persons have been advanced as sanctioned discourses in Canada (particularly related to HIV/AIDS risk), the authors investigate how themes of safety and goodness have been privileged as healthy, while other, unauthorized forms of youth sexual behaviour have been marginalized. The issue of teen parenthood is examined to demonstrate how these specific discourses have helped to relegate those youth who do not or cannot implant themselves in an ‘approved reality’ to live separately from the norm in a climate of sex-based shame. Drawing on their previous work and that of others, the authors suggest an alternative approach to understanding youth sexual health, one that favours critical, reflexive public health practices and attends to sociological theory.

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)0.009
metaresearch head score (Gemma)0.010
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 score0.449
Threshold uncertainty score0.893

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0200.056
Scholarly communication0.0120.006
Open science0.0020.010
Research integrity0.0030.005
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 head0.164
GPT teacher head0.461
Teacher spread0.297 · 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

Citations143
Published2006
Admission routes2
Has abstractyes

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