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Record W4390065397 · doi:10.1093/geroni/igad104.0338

EXPLORING THE EVERYDAY EXPERIENCES OF FAMILY CAREGIVERS OF PEOPLE LIVING WITH DEMENTIA: A LONGITUDINAL DIARY STUDY

2023· article· en· W4390065397 on OpenAlexaffabout
Kishore Seetharaman, Lucy Kervin, Koushambhi Basu, Jennifer Baumbusch

Bibliographic record

VenueInnovation in Aging · 2023
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsUniversity of British ColumbiaSimon Fraser University
Fundersnot available
KeywordsDementiaFeelingFamily caregiversPsychologyThematic analysisAging in placeDistressCoping (psychology)Flexibility (engineering)GerontologyQualitative researchDevelopmental psychologyClinical psychologyMedicineSocial psychologyDiseaseSociology

Abstract

fetched live from OpenAlex

Abstract People living with dementia rely largely on the support of unpaid family caregivers to remain living at home in the community. The strain created by this dependence is evidenced by high rates of distress among caregivers of people living with dementia and underscores the importance of access to appropriate formal and informal supports for this group. Providing tailored and meaningful supports and services to families requires a good understanding of the multidimensional and dynamic nature of the caregiving experience. Our study employed longitudinal qualitative methodology to understand how caregivers of people living with dementia were experiencing progression of the disease and shifting support needs over a two year-period. Fourteen family caregivers in British Columbia, Canada, wrote monthly diaries reflecting on their experience of caregiving and navigating supports. Thematic analysis of 137 diary entries shed light on different facets of caregiving experience, including psychological and emotional challenges (e.g., feeling overwhelmed, lacking a sense of control, trouble maintaining sense of self) and difficulties navigating formal care and supports (e.g., lack of access to services and information, lack of flexibility in service delivery). However, accounts also reflected participants’ resilience, through a range of coping strategies adopted to resolve problems encountered in caregiving, drawing on emotional and practical support from family, friends, and community. The diaries offer critical perspectives on gaps and inadequacies in formal supports for family caregivers and opportunities to better support the health and wellness of caregivers and recipients through dementia care policy and practice.

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)0.003
metaresearch head score (Gemma)0.008
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 score0.044
Threshold uncertainty score0.088

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0040.002
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0010.001
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 head0.082
GPT teacher head0.336
Teacher spread0.255 · 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
Published2023
Admission routes2
Has abstractyes

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