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Record W2899582436 · doi:10.1093/geroni/igy023.576

GOALS ACROSS THE CAREGIVING CAREER EXPRESSED BY FAMILY CAREGIVERS OF PERSONS WITH DEMENTIA

2018· article· en· W2899582436 on OpenAlexaff
Shalane Basque, Marie Y. Savundranayagam, J Orange, Angela Roberts, Marita Kloseck, Katie L. Johnson

Bibliographic record

VenueInnovation in Aging · 2018
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsWestern University
Fundersnot available
KeywordsDementiaDyadFamily caregiversPsychologyRelocationCaregiver burdenGerontologyClinical psychologyDevelopmental psychologyMedicineDisease

Abstract

fetched live from OpenAlex

Family caregivers of persons with dementia often use support services to reduce negative health outcomes for the dyad and to improve quality of care. Understanding the goals of family caregivers is critical to developing and delivering effective support services. Yet, the goals of family caregivers remain relatively unexplored. This study investigated goals expressed by family caregiver prior to an education and training program and whether goals varied across phases of the caregiving career. Phases were based on the degree to which participants viewed their relationship with the person with dementia relative to familial and caregiving roles. Conventional content analysis on goals of 30 family caregivers yielded five goal categories: managing caregiver emotions, enhancing relationships, developing caregiving skills, supporting their relative with dementia’s outlook, and increasing knowledge about dementia. Goal categories varied by phases of the caregiving career. Enhancing relationships was reported by individuals primarily aligned with a familial role. The categories of managing caregiver emotions, developing skills, and increasing knowledge about dementia knowledge were reported by individuals primarily aligned with a caregiving role. Supporting their relative with dementia’s outlook occurred across phases of the caregiving career. Findings suggest that support services should take into consideration individual family caregiver goals in relation to the phase of their caregiving career. This raises critical questions for future studies including whether lowering caregiving costs, reducing caregiver burden, and reducing/delaying long-term care relocation can be optimized by aligning the type and timing of support services with family caregiver goals.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.123
Threshold uncertainty score0.280

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
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 head0.026
GPT teacher head0.320
Teacher spread0.294 · 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 designObservational
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
Published2018
Admission routes1
Has abstractyes

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