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Record W2519173439 · doi:10.4172/2167-7182.s1.006

The impact of mode of assignment on relational care in nursing homes

2015· article· en· W2519173439 on OpenAlexaboutno aff
Elizabeth Andersen

Bibliographic record

VenueJournal of Gerontology & Geriatric Research · 2015
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineOmicsNursing homesNursingGerontologyBioinformatics

Abstract

fetched live from OpenAlex

I Canada, over the past decade, care aides’ assistive and caring roles have expanded considerably due to dramatic shifts in staffing patterns in nursing homes. These shifts are due in part to tremendous health care cost pressures faced by federal and provincial governments and in part to new approaches to health care delivery. In contemporary approaches, the presence of Registered Nurses in long-term care facilities has diminished, while care aides are employed in escalating numbers. Care aides have become the most central or the most accessible/available service providers to residents. In many facilities, teams of care aides who used provided care to all residents have been abolished. Newer approaches favor consistent (non-rotating) assignment of residents to care aides. In theory, consistent assignments foster closer, more intimate relationships between care aides and nursing home residents and facilitate familiarity between care aides and families of residents. This ethnographic study is a portrayal of care aides’ thoughts and feelings about their consistent assignments. Experiential data were collected from 22 care aides working in five nursing homes in a western Canadian city. The data were analyzed utilizing constant comparison to identify common themes. Care aides who were consistently assigned to residents described working without reference to each other. Some described losing contact with residents/families not assigned to them. Others described feeling overwhelmed, isolated, and confined by this mode of assignment and described a strong need for collegial fellowship and friendship. Experienced care aides stressed the importance of shared tasks, interchangeable tasks, and joint decisions, and indicated that a return to teamwork would help them to moderate or buffer the effects of stressful events and/or work environments.

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)0.005
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.082
Threshold uncertainty score0.163

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.010
Scholarly communication0.0060.002
Open science0.0020.006
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 head0.191
GPT teacher head0.560
Teacher spread0.369 · 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 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
Published2015
Admission routes1
Has abstractyes

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