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Record W3030333073 · doi:10.1177/1471301220927617

Clarifying the information and support needs of family caregivers of nursing home residents with advancing dementia

2020· article· en· W3030333073 on OpenAlexafffund
Genevieve Thompson, Thomas F. Hack, Kerstin Rodger, Phil St. John, Harvey Max Chochinov, Susan McClement

Bibliographic record

VenueDementia · 2020
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsUniversity of Manitoba
FundersCanadian Institutes of Health ResearchResearch Manitoba
KeywordsDementiaThematic analysisFamily caregiversNursingMedicinePalliative careEnd-of-life careQualitative researchPsychologyGerontologyDisease

Abstract

fetched live from OpenAlex

Background Research has identified inadequacies in the quality and quantity of dementia-related information, particularly end-of-life information provided to those living with dementia and their family caregivers. The purpose of this study was to identify what types of information family caregivers of persons living with dementia in nursing homes would deem useful in preparing them for their relative’s end-of-life and assist them to make decisions about care along the dementia trajectory. Methods The qualitative methodology of interpretive description was used to guide the study in which semi-structured interviews were conducted with nursing home staff in clinical roles (e.g., nurses, health care aides, social workers, speech language pathologists; N = 26), palliative care clinicians ( N = 7), and bereaved family caregivers of persons with dementia ( N = 17). Data were analyzed using thematic analysis. Findings Eight substantive categories essential to meeting family members’ needs for information and preparing them for the future were identified including: (i) dementia in general, (ii) dementia toward the end-of-life, (iii) care of persons dying with dementia, (iv) the role of family caregiver as decision maker, (v) sustaining connection, (vi) emotional impact of dementia on caregivers, (vii) relationships with staff, and (viii) general questions about life in a NH. Conclusion Our findings suggest that family caregivers of nursing home residents with dementia have unique information and support needs, some disease specific, others more related to life in a nursing home in general. Health care providers need to support and encourage dementia literacy for family caregivers. A key strategy is to proactively broach these topic areas, as too often family caregivers may not recognize or value their need for information.

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)0.034
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 score0.012
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.034
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0060.002
Scholarly communication0.0030.004
Open science0.0010.004
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 head0.020
GPT teacher head0.292
Teacher spread0.272 · 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

Citations29
Published2020
Admission routes2
Has abstractyes

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