CROSSING UNIVERSITY BOUNDARIES CROSSING UNIVERSITY BOUNDARIES: Academic Affairs & Student Affairs Partnerships for Experiential Student Leadership Learning
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
Research has shown the value in both Student Affairs and Academic Affairs approaches to student leadership education and development, yet many curricular and co-curricular programs continue to operate independently. Institutions that offer both curricular and co-curricular leadership programs are uniquely positioned to leverage the expertise from each university division for the shared goal of providing students with active, experiential learning opportunities in leadership. In this application paper, partnerships that crossed institutional boundaries between Student Affairs, Enrollment Management, and an Academic Affairs organizational leadership undergraduate Bachelor of Arts degree program are discussed. By bridging these institutional divisions, shared expertise was leveraged, student learning outcomes were enriched, and program exposure was increased through experiential learning and relational leadership.
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 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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