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Record W4412658781 · doi:10.1093/geront/gnaf168

Equitable formal care access: examining processes for Hispanic/Latino family dementia caregivers’ decision-making

2025· article· en· W4412658781 on OpenAlexaboutno aff
Alma A. Manzo, Joahana Segundo, Maggie Britton, Ashley J. Housten, Zachary G. Baker

Bibliographic record

VenueThe Gerontologist · 2025
Typearticle
Languageen
FieldMedicine
TopicPalliative Care and End-of-Life Issues
Canadian institutionsnot available
FundersNational Institute on AgingNational Institutes of Health
KeywordsDementiaFamily caregiversPsychologyGerontologyMedicineDisease

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Although there are benefits to formal care, Hispanic/Latino family caregivers of people with dementia face multiple barriers to access. Moreover, the decision-making processes Hispanic/Latino family caregivers use when considering formal care are unclear. The present study examines how Hispanic/Latino family caregivers make formal care decisions, explores why they choose to use or avoid formal care, and identifies accessible methods of disseminating information about formal care options. RESEARCH DESIGN AND METHODS: We conducted virtual interviews with 14 Hispanic/Latino caregivers of people with dementia in the United States. These interviews were guided by the Ottawa Decision Support Framework, conducted in English and Spanish, and analyzed deductively using thematic analysis. RESULTS: Four main themes were identified: (1) reasons family caregivers may not choose formal care, (2) perceived benefits of formal care, (3) how family caregivers choose formal care, and (4) recommendations for delivering information about formal care options. Although Hispanic/Latino family caregivers recognize formal care provides respite and support, many prefer to use it when their caregiving responsibilities become overwhelming. Researchers also found that participants' ability to embrace Hispanic/Latino culture and Spanish proficiency were crucial. Participants expressed the importance of guidance from doctors and the efficiency of online methods in disseminating information. DISCUSSION AND IMPLICATIONS: This study provides a foundation for addressing ethnic disparities in access to formal care. It also lays crucial groundwork for the future development of decision-support interventions by examining decisional needs, identifying accessible methods for disseminating information, and centering the Hispanic/Latino experience.

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)0.001
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 score0.374
Threshold uncertainty score0.522

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.188
GPT teacher head0.457
Teacher spread0.269 · 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

Citations3
Published2025
Admission routes1
Has abstractyes

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