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Record W4413768026 · doi:10.63564/jnep.v15n9p28

Facilitating evidence-based practice integration into teaching and learning: A strategy for nurse educators

2025· article· en· W4413768026 on OpenAlexvenueno aff
Gloria N. Mthiyane

Bibliographic record

VenueJournal of Nursing Education and Practice · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth Sciences Research and Education
Canadian institutionsnot available
Fundersnot available
KeywordsNurse educatorPsychologyNursingMedical educationPedagogyComputer scienceNurse educationMedicine

Abstract

fetched live from OpenAlex

Background: Evidence-based practice (EBP) is highly recommended for health care professionals to apply in their practice. Provision of healthcare should be current and scientifically proven, hence the necessity for nursing education institutions to pursue nurse training programmes incorporating teaching of EBP skills. The purpose was to explore and describe the experiences of nurse educators with the integration of EBP into teaching and learning at a nursing college to develop a strategy to support nurse educators and to recommend the inclusion of EBP skills in the nurse training curriculum. Methodology: A qualitative, descriptive phenomenological research design was employed, utilizing non-probability purposive and snowball sampling techniques to select nurse educators as participants. Data were collected through unstructured in-depth interviews using a grand tour question, a digital recording device, and field notes to record all interviews. Colaizzi’s phenomenological data analysis method guided data analysis using Atlas.ti 24 software for coding. Results: Four themes emerged: nurse educators’ experiences with integration and understanding of the EBP concept, facilitating EBP integration, significance of integrating EBP in teaching and learning, and suggested strategies to enhance EBP integration. Based on these findings, a strategy was developed with seven action statements to support nurse educators. Furthermore, recommendations to the college and future research were suggested for the successful integration of EBP. Conclusions: The suggested strategy and recommendations made, would facilitate and create a culture of EBP within the nursing profession and education.

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)0.121
metaresearch head score (Gemma)0.120
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.121
Threshold uncertainty score0.639

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1210.120
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0070.004
Science and technology studies0.0070.008
Scholarly communication0.0180.022
Open science0.0050.024
Research integrity0.0100.011
Insufficient payload (model declined to judge)0.0050.003

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 head0.274
GPT teacher head0.631
Teacher spread0.357 · 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 designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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