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Record W4287245223

The value of community psychiatric services for the elderly’s dementia caregiver group: Exploring the perspectives of participants

2021· article· en· W4287245223 on OpenAlexaboutno aff
Elise Greto

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicIntergenerational Family Dynamics and Caregiving
Canadian institutionsnot available
Fundersnot available
KeywordsDementiaValue (mathematics)GerontologyPsychologyPsychiatryMedicineDiseaseComputer science
DOInot available

Abstract

fetched live from OpenAlex

Community Psychiatric Services for the Elderly (CPSE) at a large teaching hospital in Toronto has offered a monthly support group for caregivers of persons with dementia for over 30 years. Participants were surveyed in January 2018 about group attendance, benefits of attending the group, and areas for improvement. Results are shared in this case study. A total of 8 participants responded to the survey with a response rate of 47%. The feedback was predominantly positive. The most prevailing theme that emerged from the survey responses was group members’ appreciation for the opportunity to meet with one another to discuss relevant issues and gain support from the facilitator and each other. Feedback from the survey also revealed opportunities for improvement on how the group could be better facilitated to elicit more equal participation from all group members. Formally assessing the value of the group from the perspectives of participants confirmed that the group is a safe place for dementia caregivers to get support and a valuable way to access knowledge from dementia care experts. COVID-19 has fostered evolution of the group from in-person to virtual meeting, opening opportunities for more feedback from members to help create the future of the dementia caregiver support group. Experience Framework This article is associated with the Patient, Family & Community Engagement lens of The Beryl Institute Experience Framework (https://www.theberylinstitute.org/ExperienceFramework). Access other PXJ articles related to this lens. Access other resources related to this lens.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.019
Threshold uncertainty score0.061

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0140.007
Scholarly communication0.0070.004
Open science0.0020.011
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.247
GPT teacher head0.521
Teacher spread0.274 · 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 source (direct Gemma or distilled Codex), 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
Published2021
Admission routes1
Has abstractyes

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Same venueDOAJ (DOAJ: Directory of Open Access Journals)→Same topicIntergenerational Family Dynamics and Caregiving→French-language works237,207→