MétaCan
Menu
Back to cohort
Record W7027313648

Community care providers' perception of dementia in Aboriginal seniors: a qualitative study / by Amy Ashly Gusul

2017· other· en· W7027313648 on OpenAlexaboutno aff

Bibliographic record

VenueKnowledge Commons (Lakehead University) · 2017
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsQualitative researchDementiaSnowball samplingEthnic groupHealth carePerception
DOInot available

Abstract

fetched live from OpenAlex

Little research has explored dementia within Aboriginal communities in northwestern
\nOntario; as a result, we know little about the experiences of health service providers in caring for
\nthese populations. This research study focused on community care providers? perceptions of
\ndementia in Aboriginal seniors that reside in rural communities in northwestern Ontario. The
\nstudy used qualitative research methodology. Eight community care providers were contacted
\nthrough purposeful and snowball sampling and were interviewed using open-ended semi-structured
\ninterviews to generate study data. Eight prevalent themes emerged from the data
\nanalysis which was conducted through using the constant comparative method. The emerging
\nthemes include ?Views of Dementia: A Normal Part of Aging?, ?The Inaccessible Population?,
\n?Crisis and Caregiver Issues?, ?Dwindling Services and Supports?, ?Housing?, ?Continuity of
\nCare?, ?Cultural Sensitivity? and ?Bright Future?. The study outlines the experiences of
\ncommunity care providers when caring for Aboriginal seniors with Alzheimer?s disease and
\nrelated dementia and what the care provider?s need to deliver these services. The study is focused
\non care providers who have lived and worked in small rural and/or northern communities for an
\nextended period of time to best reflect the realities of caring for Aboriginal seniors living with
\ndementia in a small community. This study offers a foundation of dementia research in
\nnorthwestern Ontario with hopes to guide further research as well as current and future supports
\nand services for Aboriginal seniors living with dementia in these communities.
\nThe findings indicate the need for the increase of both formal and informal supports and
\nservices in rural and remote communities for Aboriginal seniors with dementia. The research
\nalso exposes the need for educational initiatives surrounding dementia and cultural competency
\namong community care and health care providers in rural northern communities along with the need for awareness and education in the Aboriginal community surrounding Alzheimer?s disease
\nand related dementia. This study suggests that community care providers and organizations need
\nto work together to provide the most effective person-centered, culturally sensitive care for
\nAboriginal seniors and to deliver these required supports and services to seniors in a culturally
\nrespectful way.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.867
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0040.002
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0030.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0000.001

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 head0.032
GPT teacher head0.332
Teacher spread0.301 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueKnowledge Commons (Lakehead University)French-language works237,207