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Record W7019006467

Exploring Bangladeshi Migrant Women's Reproductive Choices in Saskatoon, Saskatchewan

2025· article· en· W7019006467 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2025
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsnot available
Fundersnot available
KeywordsAutonomyReproductive healthContext (archaeology)HomelandHealth careFocus groupAgency (philosophy)Participant observation
DOInot available

Abstract

fetched live from OpenAlex

This research explores the reproductive decision-making processes of fifteen Bangladeshi migrant women in Saskatoon, Saskatchewan. Using transnational and feminist anthropological approaches, it examines how migration reshapes their reproductive choices, intertwining cultural, religious, and healthcare dynamics in a new environment. This study examines dual engagement with the norms of their homeland and the practices of the host country, focusing on the gendered expectations and constraints on their autonomy within both social and cultural contexts. The research identifies four key areas influencing reproductive decisions through in-depth interviews, focus group discussions, and participant observation: migration experiences, cultural continuity, religious beliefs, and healthcare interactions. It begins by examining the migration journey, showing how cultural, economic, and personal factors influence settlement and integration, which in turn shape reproductive choices. Challenges like cultural adjustment, isolation, and economic stability are highlighted, along with the critical role of community networks in supporting transitions and influencing post-migration decisions. The study also delves into how women balance traditional cultural practices with the realities of their new socio-cultural environment, particularly in family planning, contraception, and childbirth. Next, religious beliefs emerge as a significant influence, demonstrating how practices are negotiated and transformed in the context of migration, shaping personal choices and the intergenerational transmission of religious values. Lastly, the research analyzes the impact of healthcare systems in both Bangladesh and Canada on reproductive decision-making. It focuses on how women adapt to Western biomedical practices while retaining traditional elements, the challenges they face in navigating healthcare systems in Saskatoon. By uncovering the complex interplay of cultural, religious, and healthcare factors, the study advocates for more responsive healthcare models that consider traditional practices while addressing the specific needs of migrant women, aiming to improve reproductive health outcomes in immigrant communities.

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)0.001
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 score0.330
Threshold uncertainty score0.664

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0070.003
Scholarly communication0.0020.001
Open science0.0010.002
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 head0.022
GPT teacher head0.217
Teacher spread0.194 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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