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Record W4400622038 · doi:10.22374/cjmrp.v7i3.149

Teaching Skills for Cultural Competence: Are Midwives Prepared for Practice?

2024· article· en· W4400622038 on OpenAlexaboutno aff
Anne Malott

Bibliographic record

VenueCanadian Journal of Midwifery Research and Practice · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsnot available
Fundersnot available
KeywordsCultural competenceCompetence (human resources)PedagogyPsychologyMedical educationMedicineSocial psychology

Abstract

fetched live from OpenAlex

Midwives are becoming increasingly available to women of all cultural and socioeconomic groups. Understanding the impact of socioeconomic and cultural issues on women’s health is critically important in providing comprehensive care to women. If prepared, midwives have an opportunity to provide individualized, culturally sensitive care. A pubmed search on cultural competence in midwifery care revealed much about cultural competence in women’s health and nursing, but little about educating midwives. A subsequent Google scholar search on obstetrical care was helpful in identifying desired skills and behaviours among practitioners as well as how to teach such skills to learners. This paper addresses the skills necessary for providing culturally competent midwifery care and describes how these skills are presently taught in the Ontario Midwifery Education Program. Recommendations for further development and evaluation of culturally competent maternity care are provided.

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)0.071
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.220
Threshold uncertainty score0.438

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.071
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.003
Scholarly communication0.0040.004
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.190
GPT teacher head0.526
Teacher spread0.336 · 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 designObservational
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
Published2024
Admission routes1
Has abstractyes

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Same venueCanadian Journal of Midwifery Research and PracticeSame topicCultural Competency in Health CareFrench-language works237,207