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Record W4416144437 · doi:10.1177/26323524251393344

Experiences of care partners and residents with the Long-Term Care Palliative Toolkit during the COVID-19 pandemic: A multiple methods study

2025· article· en· W4416144437 on OpenAlexafffundabout
Marie‐Lee Yous, Rose McCloskey, Abigail Wickson‐Griffiths, Donny Li, Vanessa Maradiaga Rivas, Amit Arya, Sheila A. Boamah, Maureen Dobbins, Pamela Durepos, Paulette V. Hunter, Sarah Neil‐Sztramko, Henry Siu, Tamara Sussman, Genevieve Thompson, Sharon Kaasalainen

Bibliographic record

VenuePalliative Care and Social Practice · 2025
Typearticle
Languageen
FieldMedicine
TopicPalliative Care and End-of-Life Issues
Canadian institutionsUniversity of ManitobaMcGill UniversityImpactUniversity of ReginaSt. Thomas UniversityHamilton Health SciencesUniversity of New BrunswickMcMaster University
FundersCanadian Institutes of Health ResearchCanadian Foundation for Healthcare Improvement
KeywordsPalliative careContext (archaeology)Advance care planningData collectionMEDLINE

Abstract

fetched live from OpenAlex

Background: With a large burden of suffering and death in 2020 due to COVID-19 in long-term care (LTC) homes resulting in restrictions of visitations, there is a need for a formal virtual intervention to support families/friends (i.e., care partners) and residents around palliative care, including planning for end-of-life when outbreaks like these occur. The LTC Palliative Toolkit includes informational resources for care partners, residents, and healthcare providers about the trajectory of life-limiting chronic illnesses (i.e., frailty, dementia, heart failure, kidney disease, lung disease) and Palliative Care Conferences (PCCs). Objective: To evaluate the impact of the LTC Palliative Toolkit on preparedness for end-of-life and satisfaction with information and to explore the experiences of care partners and residents with the virtual delivery of the components of the LTC Palliative Toolkit (i.e., informational pamphlets and PCCs). Methods: A multiple methods design was employed. Three LTC homes, one from each province (Ontario, New Brunswick, and Saskatchewan, Canada), were selected to reflect diverse contexts (e.g., ownership, staff turnover, facility size, and location). Caring Ahead surveys focusing on actions, dementia knowledge, communication, and emotions and support needs were conducted with care partners before and after PCCs to evaluate how prepared they felt about their relative or friend's end-of-life and their satisfaction. Some care partners and residents completed telephone semi-structured interviews to explore their experiences with care received. Results: = 0.016). Qualitative interviews identified that the LTC Palliative Toolkit was a valuable intervention for both care partners and residents. Conclusion: The LTC Palliative Toolkit is suitable for use in any context and demonstrated high acceptability during the COVID-19 pandemic.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.209
Threshold uncertainty score0.660

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.174
GPT teacher head0.543
Teacher spread0.369 · 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 designQualitative
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 routes3
Has abstractyes

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