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Record W4403216120 · doi:10.1080/13691058.2024.2410834

University students’ access and use of sexual and reproductive health services in Australia

2024· article· en· W4403216120 on OpenAlexfundno aff
Arabella Mundie, Amy B. Mullens, Erich C. Fein, Sara F. E. Bell, Joseph Debattista, Armin Ariana, Kirstie Daken, Kathryn Wenham, Charles F. Gilks, Pamela Doherty, Jo Durham, Zhihong Gu, Judith A. Dean

Bibliographic record

VenueCulture Health & Sexuality · 2024
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsnot available
FundersInstitute of Infection and ImmunityGriffith UniversityUniversity of New South Wales
KeywordsReproductive healthHuman sexualityPsychologyPopulationMedicineGender studiesSociologyDemography

Abstract

fetched live from OpenAlex

University attendance can lead to changes in sexual behaviour that place people at increased risk of negative sexual and reproductive health (SRH) experiences; however, relatively few studies have explored access to and use of SRH services by university students in Australia. A convenience sample of students (N = 4291) from five universities completed an online survey to examine barriers and facilitators to accessing SRH services. Descriptive statistics were used to analyse variations by gender, sexuality, and enrolment status. Content analyses were conducted on responses to two open-ended questions. Over half (59%, 2934) had never spoken to a health professional about SRH issues. Of the 41% (1357) who had, female, non-binary/gender diverse, and Australian-born students were significantly more likely to have done so than students identifying as male, heterosexual, or as an international student. Frequently reported barriers to use of SRH services were ‘feeling embarrassed’, ‘being judged’ and ‘not knowing where to go’. LGBTQIA+ students along with international and overseas-born domestic students faced specific access barriers. Recommendations targeting student-identified barriers to access are offered, calling for universities to support student wellbeing by providing supportive, non-judgemental, and inclusive SRH promotion and health services that cater to needs of diverse student cohorts.

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)0.002
metaresearch head score (Gemma)0.007
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 score0.074
Threshold uncertainty score0.146

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.223
GPT teacher head0.520
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 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

Citations7
Published2024
Admission routes1
Has abstractyes

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