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Record W7132921283

From Hospital to Home for Persons Living with Dementia and their Family Caregivers

2022· dissertation· W7132921283 on OpenAlexfundno aff
Marianne Saragosa

Bibliographic record

VenueTSpace · 2022
Typedissertation
Language
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
FundersCanadian Institutes of Health Research
KeywordsDementiaFamily caregiversQualitative researchFeelingGrounded theoryPerceptionHealth careSituated
DOInot available

Abstract

fetched live from OpenAlex

Older adults living with dementia are at risk for more complex health care transitions than individuals without this condition. The central research question guiding this thesis was: “How do older adults living with dementia and/or their caregivers experience and perceive the hospital-to-home care transition?” One study with three separate areas of inquiry was pursued. For Paper 1, a body of qualitative literature was systematically searched and synthesized using a meta-ethnography approach. The analysis revealed three categories: (1) feelings associated with the health care transition; (2) processes associated with the care transition; and (3) evaluation of the quality of care associated with the care transition. The objective of paper 2 sought to develop a theoretical understanding of the social processes engaged in by people with dementia and their family caregivers leading to and following a care transition to hospital and then home. A constructivist grounded theory was used, and a total of 25 people participated in 21 interviews. Study findings contribute to the dementia care transition literature by providing a conceptual framework that explains what family caregivers do (taking over), how they manage (connecting dots), and what they experience (rising up) following a care transition. Situated centrally is the core process, Seeing the day-to-day situation, which is characterized by caregivers as constant intermediaries between patients and the health system. In paper 3, a qualitative descriptive design was used to capture perceptions of quality home and community care for those living with dementia and their caregivers. Study findings found that supporting people with dementia to live in the community requires available, acceptable, adaptable and affordable home and community-based care services. Overall, this thesis demonstrates the complex nature of care transitions for those living with dementia and their caregivers. Compounding the already strained experience are perceived challenges in communication and care coordination processes, and an inadequately resourced and inflexible home and community care system.

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)0.004
metaresearch head score (Gemma)0.012
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 score0.013
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0060.002
Scholarly communication0.0030.003
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.352
Teacher spread0.331 · 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
Published2022
Admission routes1
Has abstractyes

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