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Record W4415114533 · doi:10.1007/s10823-026-09574-z

Pathways to Culturally Safe Dementia Care (CSDC): A Concept Analysis and Transformational Model for Practitioners and Organizations

2025· article· en· W4415114533 on OpenAlexafffund
Noeman Mirza, Wendy Hulko

Bibliographic record

VenueJournal of Cross-Cultural Gerontology · 2025
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsThompson Rivers UniversityUniversity of Windsor
FundersThompson Rivers UniversityEli Lilly and Company
KeywordsOperationalizationTransformational leadershipConceptual modelGrounded theoryHealth careIsolation (microbiology)DementiaCultural competence

Abstract

fetched live from OpenAlex

Culturally safe dementia care (CSDC) remains inconsistently defined, which makes it difficult for health professionals and researchers to operationalize in practice. To clarify CSDC, we conducted a concept analysis using Rodgers' evolutionary method. Eighteen records from diverse cultural groups and care settings were included. Prominent surrogate terms were cultural sensitivity, cultural competency, and cultural appropriateness, while common related terms were person-centred care, compassionate care, and holistic care. Antecedents included provider awareness through self-reflection and commitment to continuous learning, as well as structural, organizational support. Core attributes of CSDC focused on provider qualities such as demonstrating respect, building trust, using culturally responsive communication, and applying holistic and strengths-based approaches; other attributes pointed to organizational responsibilities like creating affirming care environments, providing information, and honouring cultural preferences. Consequences consisted of reduced social isolation and fear of discrimination, and improved trust, care experiences, and quality of life. This analysis emphasizes that CSDC requires ongoing reflection, meaningful engagement, and system-wide accountability. Importantly, CSDC must be co-created with families and communities and should be rooted in their knowledge systems, histories, and priorities. To support application, we share a conceptual model and four model cases to illustrate CSDC in both urban and rural healthcare settings. The model offers a practical pathway that can guide care providers and organizations in implementing culturally safe approaches. Clearer operational frameworks and community-led strategies are needed to move from intention to sustained, culturally grounded practice.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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: Empirical
Teacher disagreement score0.190
Threshold uncertainty score0.856

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.043
GPT teacher head0.463
Teacher spread0.421 · 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 teacher head, 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

Citations0
Published2025
Admission routes2
Has abstractyes

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