Faculty role in support of student scholary dissemination
Bibliographic record
Abstract
Background: Academic universities across all countries hold faculty accountable to some degree for scholarship/dissemination, teaching, and research. In concert with these expectations, student-faculty scholarly collaborations present with challenges, barriers, opportunities, and benefits to and for both parties. Time requirements, student and faculty writing skills, communication of expectations, and ethical considerations for engagement and authorship are common themes noted in the literature.Purpose: This paper’s perspective explores the intricacies of the nurse faculty role in support of undergraduate and graduate nursing student scholarly writing with an emphasis on dissemination in peer-reviewed journals.Findings: Nursing literature addresses the need for scholarly writing and dissemination around the following areas: general writing needs and academic requirements, strategies to advance student or faculty writing competence, nursing program specific challenges, institutional support, faculty productivity focused articles, writing for publication specific articles and student-faculty collaboration articles.Conclusions: Scholarship collaboration in the form of student-faculty partnerships can be a rewarding experience. Faculty benefit from forming solid and often lasting relationships, and students benefit from mentorship and satisfaction of seeing their academic work as contributing to the science of nursing. When these opportunities are acknowledged and planned out with clear role expectations and guidelines in place, faculty gain additional experience in manuscript development and students gain solid writing skills that come from practice.
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 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".