Teaching as Authentic Practice in the Graduate Student Supervisory Relationship
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
This article is the outcome of a co-inquiry with students where shared interests about student learning, students as partners, and a hermeneutic lens shaped the main research questions: What are graduate students’ experiences of the supervisory relationship and what happens inside the relationship in terms of learning and student success? We conducted 16 in-depth interviews with graduate students across various departments and programs. From these interviews we theorized that it may be more appropriate to speak of graduate supervision as a practice which produces internal and external goods. We found that it may be more appropriate to speak of the pedagogy as mentoring. We believe our research findings extend understanding of the supervisory relationship, contribute to the concept of teaching, and expand the idea of partnership with students in higher education wherever faculty and students find themselves in supervisory relationships. This is relevant to SoTL because it allowed us to think of the nuances in the word teaching and how supervisory relationships in higher education may need to expand the way we talk about teaching and learning in 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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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