MétaCan
Menu
Back to cohort
Record W4408016115 · doi:10.3138/cjhs-2024-0015

Sexual and reproductive health and rights knowledge and learning experiences of 1.5-generation Bangladeshi women in Toronto: An intersectional analysis

2025· article· en· W4408016115 on OpenAlexaffvenueabout
Nahela Nowshin, Lydia Kapiriri, Colleen Davison

Bibliographic record

VenueThe Canadian Journal of Human Sexuality · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsQueen's UniversityMcMaster UniversityHamilton Health Sciences
Fundersnot available
KeywordsReproductive healthSexual and reproductive health and rightsGender studiesSociologyReproductive rightsPsychologyDemography

Abstract

fetched live from OpenAlex

Sexual and reproductive health and rights (SRHR) knowledge plays a critical role in preventing risky sexual behaviours and protecting overall health. Little is known about the SRHR knowledge of 1.5-generation Bangladeshi women in Canada, an immigrant subpopulation who remain understudied in health research. Using an intersectional lens, this study explored the SRHR knowledge and learning experiences of 1.5-generation women of Bangladeshi origin in Toronto, Ontario. Ten women aged 18–22 were recruited using purposive and snowball sampling. Narratives were collected on several aspects of SRHR knowledge, including sex education in elementary and secondary school in Canada and sources of information. The findings revealed knowledge gaps related to STDs/STIs, methods of transmission, prevention and symptoms, and contraception. Differences in the scope of SRHR topics learnt in school were observed, and the depth of learning was not sufficient. Sex education uptake in secondary school was low. SRHR knowledge formation is multidimensional, dynamic, and interdependent in nature. Social identities such as age, ethnicity, gender, and religion intersect to shape knowledge within the larger context of culture of origin, family, school-based sexual health education, country of emigration, social interactions with peers, media, and the Internet. Knowledge gaps in critical areas of SRHR increase the risk of adverse health outcomes among young 1.5-generation Bangladeshi women. Increased monitoring at the district and provincial levels is necessary to improve the quality of sex education in schools in Toronto. Culturally appropriate community-based initiatives are recommended to address the SRHR information needs of Bangladeshi immigrant youth in Toronto.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.797
Threshold uncertainty score0.943

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.039
GPT teacher head0.361
Teacher spread0.322 · 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 teacher head, 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

Citations1
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueThe Canadian Journal of Human SexualitySame topicHuman Rights and DevelopmentFrench-language works237,207