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Record W6926706358 · doi:10.25384/sage.c.4119791.v1

‘It’s Like Chicken Talking to Ducks’ and Other Challenges to Families of Chinese Immigrant Older Adults in Long-Term Residential Care

2018· other· en· W6926706358 on OpenAlexaboutno aff

Bibliographic record

VenueSage Journals Data · 2018
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicBotanical Research and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationResidential carePerceptionQuality of life (healthcare)Sample (material)Quality (philosophy)Nursing homes

Abstract

fetched live from OpenAlex

Immigrant older adults are increasingly moving into long term residential care (LTRC) homes; however, most were designed and continue to be run in accordance with Anglocentric norms and values. Participation and interest in Family Councils—through which they might collectively voice concerns—was low within our purposive sample of nine Chinese-origin residents living in LTRC homes and 11 family carers. Our study, conducted in two LTRC homes in British Columbia, Canada between January and March 2016, further explored participants’ perceptions of quality of care by staff and quality of life of residents. Our findings negate participants’ rationale that they do not attend because they have no issues to raise. Solutions must recognize that carers’ time is precious and care-work is gendered; language incongruity and failure to address it marginalizes residents and their family members. A culturally informed reticence to speak out is reinforced when attempts to do so are silenced.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.893
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.037
GPT teacher head0.327
Teacher spread0.290 · 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.

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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