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Record W4401022641 · doi:10.3138/cjhs-2023-0054

“<i>It’s not just some cookie cutter that you have to fit into</i>”: A qualitative study of immigrant women and girls’ needs, experiences, and barriers to sexual and reproductive health education in Canada

2024· article· en· W4401022641 on OpenAlexaffvenueabout
Hani Rukh-E-Qamar, Isabella Kakish, Аnа-Mаriа Dumitrаche, Rehma Khan, Crystal C. Yang, Naomi Phung, Harini Aiyer, Saba Al-Leswas, Yasemin Erdoğan, Roma Ranade, Marianne Djigo, Ksenia Kholina

Bibliographic record

VenueThe Canadian Journal of Human Sexuality · 2024
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsMount Saint Vincent UniversityDalhousie UniversityYork UniversityUniversité de SherbrookeMcMaster UniversityUniversity of SaskatchewanUniversity of AlbertaMcGill University
Fundersnot available
KeywordsReproductive healthImmigrationQualitative researchPsychologyGender studiesSocial psychologyDevelopmental psychologySociologyPolitical scienceDemographySocial sciencePopulation

Abstract

fetched live from OpenAlex

Sexual and reproductive health (SRH) education is important for all individuals. Immigrant women and girls frequently experience barriers to accessing SRH services and encounter discrimination in educational settings. Thus, it is critical to evaluate if the needs of immigrant women and girls are met with the current SRH education. In this study, three focus group discussions (FGDs) were conducted with immigrant women ( n = 10) living across Canada, with the goal of identifying key barriers and areas of improvement for the SRH curriculum. Our FGDs revealed four main themes: (1) barriers to accessing SRH education, (2) limitations of mainstream SRH, (3) alternative means of accessing SRH information, and (4) features of more inclusive SRH education. Main barriers to effective and inclusive SRH education in this group included language and cultural aspects. Moreover, the current Canadian SRH curriculum was experienced by participants as Western-centric, heteronormative, and disconnected from other aspects of health and wellness. Participants emphasized the need for consideration of safety and accessibility when creating educational spaces and resources. We recommend that our findings be used by the respective Minister of Education in each province of Canada, in order to improve Canadian SRH educational programmes and to better meet the needs of diverse populations.

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)0.007
metaresearch head score (Gemma)0.006
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 score0.237
Threshold uncertainty score0.477

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0230.013
Scholarly communication0.0040.002
Open science0.0020.004
Research integrity0.0010.003
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 head0.125
GPT teacher head0.450
Teacher spread0.325 · 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

Citations2
Published2024
Admission routes3
Has abstractyes

Explore more

Same venueThe Canadian Journal of Human SexualitySame topicAdolescent Sexual and Reproductive HealthFrench-language works237,207