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
Using Parker Palmer’s The Courage to Teach, and in particular the notion of the undivided life, to guide reflections through the process of collaborative autoethnography, we reflect on our lived experiences with the Scholarship of Teaching and Learning (SoTL). The central question being: How does Palmer’s idea of the undivided life enable SoTL scholars to explore notions of identity and integrity that are intertwined with our academic practice? Ultimately, we found that Palmer’s insights provoked us to think deeply about our identities, and while perhaps we did not always see ourselves on the paths he illuminates, his work, and our collaborative ethnographic process, helped us to illuminate our own paths. More specifically, we share five themes arising from our collaborative autoethnography related to the importance of context and positionality, defining a SoTL scholar, the power to diminish, the importance of relationships and community, and collaborative autoethnography as method and process. Our stories highlight the need for us to see our community as complex, messy, and deeply human, and we remind readers of the need to think about the ethics of all methods and the power in our everyday practice to include or exclude.
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 | 0.014 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.012 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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