MétaCan
Menu
Back to cohort
Record W4396591352 · doi:10.1093/geront/gnae033

The Association of Nursing Homes’ Organizational Context With Care Aide Empowerment: A Cross-Sectional Study

2024· article· en· W4396591352 on OpenAlexafffundabout
Matthias Hoben, Whitney Berta, Yinfei Duan, Peter Norton, Yuting Song, Stephanie Chamberlain, Anna Beeber, Ruth A. Anderson, Holly J. Lanham, Janelle Perez, Jing Wang, Katharina Choroschun, Shovana Shrestha, Greta G. Cummings, Carole A. Estabrooks

Bibliographic record

VenueThe Gerontologist · 2024
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsUniversity of CalgaryUniversity of AlbertaYork UniversityPublic Health OntarioUniversity of Toronto
FundersCanadian Institutes of Health ResearchAlzheimer Society
KeywordsSocial capitalNursingEmpowermentPsychologyOrganizational cultureContext (archaeology)Cross-sectional studyCompetence (human resources)Social environmentSocial psychologyMedicineSociologyPublic relationsPolitical scienceGeography

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Organizational context is thought to influence whether care aides feel empowered, but we lack empirical evidence in the nursing home sector. Our objective was to examine the association of features of nursing homes' unit organizational context with care aides' psychological empowerment. RESEARCH DESIGN AND METHODS: This cross-sectional study analyzed survey data from 3765 care aides in 91 Western Canadian nursing homes. Random-intercept mixed-effects regressions were used to examine the associations between nursing home unit organizational context and care aides' psychological empowerment, controlling for care aide, care unit, and nursing home covariates. RESULTS: Organizational (IVs) culture, social capital, and care aides' perceptions of sufficient time to do their work were positively associated with all four components of psychological empowerment (DVs): competence (0.17 [0.13, 0.21] for culture, 0.18 [0.14, 0.21] for social capital, 0.03 [0.01, 0.05] for time), meaning (0.21 [0.18, 0.25] for culture, 0.19 [0.16, 0.23] for social capital, 0.03 [0.01, 0.05 for time), self-determination (0.38 [0.33, 0.44] for culture, 0.17 [0.12, 0.21] for social capital, 0.08 [0.05, 0.11] for time), and impact (0.26 [0.21, 0.31] for culture, 0.23 [0.19, 0.28] for social capital, 0.04 [0.01, 0.07] for time). DISCUSSION AND IMPLICATIONS: In this study, modifiable elements of organizational context (i.e., culture, social capital, and time) were positively associated with care aides' psychological empowerment. Future interventions might usefully target these modifiable elements of unit level context in the interest of assessing their effects on staff work attitudes and outcomes, including the quality of resident care.

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)0.002
metaresearch head score (Gemma)0.004
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.285
Threshold uncertainty score0.566

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
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 head0.050
GPT teacher head0.411
Teacher spread0.361 · 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

Citations4
Published2024
Admission routes3
Has abstractyes

Explore more

Same venueThe GerontologistSame topicGeriatric Care and Nursing HomesFrench-language works237,207