Accentuating Research Scholarship Through Innovative Student Opportunities: A Mentored Approach
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
The _Journal for Advancing Sport Psychology in Research (JASPR)_ accentuates the development of research scholarship through highly immersive, mentored opportunities for students to first author rigorous student-led research and serve as gatekeepers (i.e., as peer-reviewers and editorial board members) of scientific knowledge through an innovative student-centered publishing platform. First-author publications are considered one of the foremost pinnacles of scientific achievement for research scholars; and, serving as peer reviewers and Editorial Board members of scientific journals are, respectively, considered two of the most valued professional service endeavors in the academic realm. _JASPR_’s student-centered operations are intended to enrich students’ knowledge of scientific publishing processes, develop and strengthen their scholarship skills, and bolster their abilities and motivation for navigating the complex academic publishing landscape. As the inaugural editors, in this paper, we: (a) call attention to opportunities in the research publishing landscape to involve students through mentored experiences, (b) broadly describe the role of mentorship in student scholarship, (c) introduce _ASPiRE_ which describes the journal’s mentoring activities and guides the immediate, short-term, and long-term student scholarship impacts in a logic model, and (d) provide an overview of opportunities for, and the benefits of, student involvement in the journal. Finally, we conclude with a call for student and faculty engagement in the journal.
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 | 0.035 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.007 |
| Insufficient payload (model declined to judge) | 0.001 | 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