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Record W2130230251 · doi:10.14574/ojrnhc.v11i1.9

Nurse Recruitment and Retention in Rural Newfoundland and Labrador Communities: The Experiences of Healthcare Managers

2011· article· en· W2130230251 on OpenAlexaffabout
Mark Aylward, Alice Gaudine, Lorna Bennett

Bibliographic record

VenueOnline Journal of Rural Nursing and Health Care · 2011
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsHealth careNursingBusinessGeographyPublic relationsMedicinePolitical scienceLaw

Abstract

fetched live from OpenAlex

Nurse recruitment and retention in rural Newfoundland and Labrador (NL) can prove to be a challenge for rural healthcare managers due to a variety of issues and factors. The characteristics of rural communities along with vast nursing shortages throughout Canada and the world can certainly contribute to those challenges. Research on the topic of nurse recruitment and retention in rural NL is limited, particularly from the perspective of rural healthcare managers. The purpose of this study is to explore and describe the experiences of rural NL healthcare managers contending with nurse recruitment and retention by using a qualitative descriptive design and using content analysis to analyze the data. The findings were categorized to outline barriers and facilitators to nurse recruitment and retention. Implications for further research on this topic are discussed, as well as implications for nursing practice 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 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.096
Threshold uncertainty score0.985

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 studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.119
GPT teacher head0.452
Teacher spread0.333 · 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.

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

Citations12
Published2011
Admission routes2
Has abstractyes

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