Bibliographic record
Abstract
Background: Team-based care has been proposed as a way to utilize rural healthcare resources wisely. Thus, the need to educate healthcare profession students in the fundamentals of rural team-based practice has increased in recent years. Thisstudy sought to examine student reflections of a rural interprofessional practice and education (IPE) program in an effort to learn how students described their experience and what they valued.Methods and findings: Student reflection journals from a formal rural IPE program were examined for themes related to post-experience values, attitudes, and beliefs. In general, the time spent in rural IPE led to understanding what it means to live and provide care as a team to a rural community. One important new discovery is that social interactions outside formal IPE curriculum are central to achieving programmatic goals.Conclusion: Understanding the significance of rural IPE and how to guide students both inside and outside the clinical setting will help lead the development of future IPE. The findings of this study shed light on what students valued in a rural IPE experience and, thus, have implications for where institutional resources should be concentrated.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.006 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.008 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".