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Record W7015594377

Successful Strategies to Sustain Practice Changes in Healthcare

2022· article· en· W7015594377 on OpenAlexaboutno aff

Bibliographic record

VenueScholarWorks (Walden University) · 2022
Typearticle
Languageen
FieldHealth Professions
TopicHealth Policy Implementation Science
Canadian institutionsnot available
Fundersnot available
KeywordsHealth careThematic analysisFlexibility (engineering)Qualitative researchQuality (philosophy)Action (physics)Grounded theoryOrganizational cultureConceptual frameworkQuality management
DOInot available

Abstract

fetched live from OpenAlex

Healthcare managers implement evidence-based practice to meet the growing needs of aging populations. However, many healthcare leaders fail to sustain newly implemented practices. Grounded in the promoting action on research implementation in health services conceptual framework, the purpose of this qualitative interpretative descriptive study was to explore strategies healthcare leaders use to sustain practice changes to meet increasing demands for quality care of the aging population. The participants included eight healthcare managers from Canada and the United States who led strategies to sustain practice change. The four themes that emerged using semistructured interviews and thematic analysis were staff buy-in, staff feedback, roles to support sustainment, and flexibility to change. A key recommendation is for healthcare managers to use organizational structures to engage staff routinely during sustainment. Implications for social change include the potential to improve the quality of care delivered to patients.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.598
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0030.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.002
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 head0.241
GPT teacher head0.573
Teacher spread0.332 · 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 designNot applicable
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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