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Record W4397018720 · doi:10.1155/2024/3707796

Problematizing Dominant Assumptions about Unpaid Support through Exploring Case Study Profiles of Older Home Care Clients

2024· article· en· W4397018720 on OpenAlexafffundabout
Laura Funk, Kaitlyn Kuryk, L. Spring, Janice Keefe

Bibliographic record

VenueHealth & Social Care in the Community · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicIntergenerational Family Dynamics and Caregiving
Canadian institutionsConestoga CollegeMount Saint Vincent UniversityUniversity of Manitoba
FundersCanadian Institutes of Health Research
KeywordsGerontologyUnpaid workSociologyPsychologyNursingMedicineEngineering

Abstract

fetched live from OpenAlex

Despite efforts to acknowledge diversity among unpaid caregivers, Canadian research, advocacy, practice, and policy tend to be based in and to reproduce dominant social and institutional expectations and assumptions about who provides unpaid support and why, and what this support looks like. The objective of this analysis is to generate unique insights into unpaid care by exploring the situations of older adult home care clients, who had participated in a larger longitudinal, qualitative research study. In that study, qualitative case study interviews were conducted with twelve home care clients, their identified family or friend caregiver, home care aide, case coordinator, and agency supervisor (129 interviews in total). Case study profiles compiled over time generated deeper information about the availability and capacity of informal sources of support for these clients, which prompted abductive analysis in relation to dominant assumptions typically made about caregivers in research, policy, and practice. Specifically, only one case (participant) had a caregiver whose profile closely matched dominant conceptualizations. In the remaining eleven cases, we found situations wherein: (a) caregivers grappled with physical or mental health challenges limiting their participation in care (sometimes meaning the client is themselves a caregiver, or the caregiver is also receiving home care services); (b) caregivers facing burnout sought to delimit their participation in care; (c) caregivers’ participation was limited by older adults’ reluctance to accept their help; (d) caregivers were largely unavailable, unreliable, or peripheral; or (e) client’s unpaid support networks were diffuse without a clearly central or identifiable “caregiver.” Findings are used to nuance and problematize widely held assumptions about caregivers, particularly their availability and capacity. Discussion highlights the need for research, policy, and programs related to unpaid caregiving to better reflect the lived realities of this support for older adults and often overlooked sources of diversity in caregiver circumstances and roles.

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)0.045
metaresearch head score (Gemma)0.053
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 score0.045
Threshold uncertainty score0.238

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0450.053
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.004
Science and technology studies0.0160.014
Scholarly communication0.0100.012
Open science0.0040.009
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0010.000

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 head0.115
GPT teacher head0.415
Teacher spread0.300 · 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

Citations2
Published2024
Admission routes3
Has abstractyes

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