The Strength of Rural Nursing: Implications for Undergraduate Nursing Education
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Nursing in rural communities offers opportunities for independent nursing practice and community participation. However, recruitment of nurses to rural settings can be difficult. In response to this challenge and the rising demand within nursing education for community clinical placements, intensive, short-term, rural community clinical placements are being developed by urban universities. As yet, little research has examined the use of these placements for undergraduate nursing education. The purpose of this qualitative research study was to examine the experiences of students, registered nurse mentors, and clinical instructors in rural health clinical placements, as part of a larger study examining alternative clinical placements. Through use of the interpretive descriptive method, the perspectives of participants were elicited from focus groups and interviews. The paradox of nursing student placements in rural health is that limitations of the rural site became the impetus for nursing student learning and partnership. An implication is that service learning partnerships be pursued for mutual benefit of students, communities, and rural nurses.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it