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Record W7043237590

The Saskatchewan Caregiver Experience Study: Implications for Research, Practice, and Policy

2024· other· en· W7043237590 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2024
Typeother
Languageen
FieldMaterials Science
TopicEnzyme Structure and Function
Canadian institutionsnot available
Fundersnot available
KeywordsFamily caregiversQualitative researchHealth careAging in placeQuality (philosophy)Qualitative propertyHealth professionalsQuality of life (healthcare)Content analysis
DOInot available

Abstract

fetched live from OpenAlex

Background: A total of 70-80% of community care for older adults is provided by informal or family caregivers. With Canada’s aging population, the number of caregivers to older adults is growing. The Saskatchewan Caregiver Experience Study gathered perspectives and mapped the experiences of caregivers in Saskatchewan and identified their priority support needs. Method: In this qualitative descriptive study, an online qualitative survey asked three open-ended questions regarding: (1) the challenges that caregivers experience; (2) the positive aspects of caregiving; (3) the support needs and priorities of Saskatchewan caregivers. Content analysis was the method used for data analysis. Results: 355 caregivers responded to the survey. The challenges Saskatchewan caregivers reported experiencing are exhaustion, living their own lives, navigating complex systems, self-doubt, and caregiving at a distance. Positive aspects were related to the rewards of caregiving, having the ability and opportunity to care, ensuring quality care for the care recipient, and the experience of personal growth through being a caregiver. Support priorities were help when they need it, an ear to listen and a shoulder to lean on, assistance in optimizing the care recipient’s health, having healthcare professionals that care, and improved policies, legislations, and regulations. Discussion: The Saskatchewan Caregiver Experience Study has implications for research, practice, and policy. Caregivers to older adults have previously shared an interest in research engagement. Researchers should capitalize on this interest by co-creating solutions to improve the caregiver experience. In practice, recognition of the caregiver experience by healthcare professionals is essential in planning services to support care recipients and caregivers in ways that are meaningful and effective. In policy, leveraging informal care in place of institutional long-term care has become a key strategy in maintaining healthcare system sustainability. Findings from this study can be used to adapt policies to improve the support that caregivers to older adults receive and facilitate positive aging in the community. Conclusion: By mapping the Saskatchewan caregiver experience, this study can help to inform how communities, governments, and our healthcare system can best support caregivers in their role.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.283
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.001
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 head0.022
GPT teacher head0.272
Teacher spread0.250 · 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 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
Published2024
Admission routes1
Has abstractyes

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