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Record W2775455985 · doi:10.14574/ojrnhc.v17i2.450

Rural and Remote Continuing Nursing Education: An Integrative Literature Review

2017· article· en· W2775455985 on OpenAlexaffabout
Michelle Pavloff, Pamela Farthing, Elsie Duff

Bibliographic record

VenueOnline Journal of Rural Nursing and Health Care · 2017
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsSaskatchewan Polytechnic
Fundersnot available
KeywordsNursingSpecialtyContinuing educationAutonomyRural areaMedicineEconomic shortageHealth careMedical educationFamily medicinePolitical science

Abstract

fetched live from OpenAlex

Background: Rural and remote nursing has unique practice requirements that create a need for distinct education and practice preparation. Preparing registered nurses (RNs) to work in rural and remote communities is essential for the support and advancement of rural and remote health, as there is a shortage of rural and remote health care providers. Purpose: An integrative literature review was conducted to identify the current continuing education needs of rural and remote RNs internationally. Sample: Eight studies were included in the integrative review of the literature. Countries reported in the literature included Canada (n = 2), Australia (n = 2), Sweden (n = 1) and the United States (n = 3). Method: An integrative literature review on rural and remote nursing practice continuing education was conducted using Torraco’s (2005) guidelines, in addition to Whittemore and Knafl’s (2005) methodological strategies. A search strategy was created, tested, and approved by the research team.Themes were extracted, collated, analyzed, and knowledge synthesized. Findings: Rural and remote RNs identified areas requiring enhanced ongoing training. The identified training areas were summarized into the following four themes: 1) Comprehensive specialized nursing practice for direct patient care, 2) Unanticipated events, 3) Non-direct patient care, and 4) Advanced specialty courses. Conclusion: The autonomy, competency, and expertise that is expected of RNs working in rural and remote locations requires educational supports. Rural and remote nursing continuing education is required in the areas of: comprehensive specialized nursing practice for direct patient care, unanticipated events, non-direct patient care, and advanced specialty courses. Keywords: continuing education, integrative review, registered nurse(s), remote, rural Acknowledgements: The authors thank Saskatchewan Polytechnic for partial funding of this review through the Seed Applied Research Program. The authors also thank their research team member Chau Ha and research assistant Devendrakumar Kanani for their contributions to this integrative review.

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

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmano category
Domain: not available · Genre: Review
About the Canadian research system: no · About a Canadian topic: no
Systematic reviewlow
gptno category
Domain: not available · Genre: Review
About the Canadian research system: no · About a Canadian topic: no
Other designhigh
models splitAgreement compares identical category sets and study designs across arms.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.949
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.032
GPT teacher head0.504
Teacher spread0.473 · 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

Labeled directly by 2 models reading the full record.

The models applied no category: nothing in the taxonomy fit this work.

The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.

Study designSystematic review · Other design
Domainnot available
GenreReview

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

Citations14
Published2017
Admission routes2
Has abstractyes

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