MétaCan
Menu
Back to cohort
Record W2147289214 · doi:10.1186/1471-2393-14-152

Immigrant and non-immigrant women’s experiences of maternity care: a systematic and comparative review of studies in five countries

2014· review· en· W2147289214 on OpenAlexafffund
Rhonda Small, Carolyn Roth, Manjri Raval, Touran Shafiei, Dineke Korfker, Maureen Heaman, Christine McCourt, Anita J. Gagnon

Bibliographic record

VenueBMC Pregnancy and Childbirth · 2014
Typereview
Languageen
FieldMedicine
TopicMaternal and Perinatal Health Interventions
Canadian institutionsMcGill UniversityUniversity of Manitoba
FundersKeele UniversityUniversity of TorontoInstitut National de la Santé et de la Recherche MédicalePublic Health AgencyLa Trobe UniversityTerveyden ja hyvinvoinnin laitosMcGill University Health CentreUniversitetet i OsloMcGill UniversityInstitute for Clinical Evaluative SciencesPublic Health Agency of Canada
KeywordsImmigrationCINAHLMedicineHealth careNursingMEDLINEReproductive medicinePopulationFamily medicinePregnancyPsychological interventionEnvironmental health

Abstract

fetched live from OpenAlex

BACKGROUND: Understanding immigrant women's experiences of maternity care is critical if receiving country care systems are to respond appropriately to increasing global migration. This systematic review aimed to compare what we know about immigrant and non-immigrant women's experiences of maternity care. METHODS: Medline, CINAHL, Health Star, Embase and PsychInfo were searched for the period 1989-2012. First, we retrieved population-based studies of women's experiences of maternity care (n = 12). For countries with identified population studies, studies focused specifically on immigrant women's experiences of care were also retrieved (n = 22). For all included studies, we extracted available data on experiences of care and undertook a descriptive comparison. RESULTS: What immigrant and non-immigrant women want from maternity care proved similar: safe, high quality, attentive and individualised care, with adequate information and support. Immigrant women were less positive about their care than non-immigrant women. Communication problems and lack of familiarity with care systems impacted negatively on immigrant women's experiences, as did perceptions of discrimination and care which was not kind or respectful. CONCLUSION: Few differences were found in what immigrant and non-immigrant women want from maternity care. The challenge for health systems is to address the barriers immigrant women face by improving communication, increasing women's understanding of care provision and reducing discrimination.

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)0.010
metaresearch head score (Gemma)0.033
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.020
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.033
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0060.004
Bibliometrics0.0200.023
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0020.001
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 head0.070
GPT teacher head0.390
Teacher spread0.320 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations242
Published2014
Admission routes2
Has abstractyes

Explore more

Same venueBMC Pregnancy and ChildbirthSame topicMaternal and Perinatal Health InterventionsFrench-language works237,207