MétaCan
Menu
Back to cohort
Record W2551754450

The Lived Experiences of Immigrant Canadian Women with the Healthcare System

2016· article· en· W2551754450 on OpenAlex
Salma Debs-Ivall

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueScholarWorks (Walden University) · 2016
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationLived experienceHealth careHealthcare systemGender studiesPolitical scienceSociologyPsychology
DOInot available

Abstract

fetched live from OpenAlex

Immigrants to Canada report better health status than the Canadian-born population when they first arrive in Canada, a phenomenon called the Healthy Immigrant Effect. However, by the fourth year after immigration, immigrants report a health status that is worse than that of the Canadian-born population. Visible minority immigrant women report the largest deterioration in health. The purpose of this qualitative study was to explore the lived experiences of visible minority immigrant women with encounters with the Canadian healthcare system to examine the multiplicative impact of gender, ethnicity, and immigration on their health. This phenomenological study, guided by Crenshaw's feminist intersectionality framework, explored the perspectives of a purposive sample of 8 immigrant women in Ottawa, Canada, about their encounters with the healthcare system. Data were collected through individual interviews. These data were inductively coded and subjected to thematic analysis following the process outlined by Smith et al. for interpretative phenomenological analysis. Key findings of the study revealed that immigrant women define health more holistically and have expectations of the encounters with healthcare that are not met due to barriers that impact them accessing healthcare services, experiencing healthcare services, and following the recommended options. The positive social change implications of this study include recommendations for public health to consider immigration and racism as determinants of health; and for Health Canada to undertake system-level lines of inquiry to shed light on the ways structural discrimination and racism have had an impact on immigrant women's social and health trajectory.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.184
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.020
GPT teacher head0.293
Teacher spread0.273 · 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