4. Responding to the Challenging Dilemma of Faculty Engagement in Research on Teaching and Learning and Disciplinary Research
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
Over the past two decades, the scholarship of teaching and learning (SoTL) has received increased attention in academe. Broadly conceptualized as an area which combines the experience of teaching with the scholarship of research, and the dissemination of this knowledge such that the broader academic community can benefit from this scholarly product, SoTL has been regarded as a primary means to increase the quality and value of teaching in higher education. This paper explores five challenges which contribute to the dilemma of faculty engagement in research on teaching and learning: limited expertise, the graduate studies culture, terminology (SoTL is widely misunderstood), reward and recognition, and time constraints. Responses to these challenges are presented in hopes of contributing to a positive dialogue for change, where faculty engagement in research on teaching and learning not only continues to grow, but becomes firmly grounded as an essential scholarly activity within higher education.
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 | 0.103 | 0.066 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.015 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.014 |
| 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