A Shared Cabin in the Woods
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
In this paper, we investigated a model of academic development based upon a recurring residential academic writing retreat combining individual writing times, workshops, work-in-progress groups and one-on-one consultations with shared meals and informal gatherings in a natural environment. Using a case study research approach, we analysed data accumulated from seven annual residential writing retreats for education scholars. Participants included 39 academics, administrative staff, senior doctoral students and community partners from multiple institutions. We found evidence that the retreats enhanced participants’ knowledge of writing and publishing processes, advanced their academic careers, built scholarly capacity at their institutions and strengthened writing pedagogy. The data indicated that the presence of writing and writers at the residential academic writing retreats generated presents (i.e., gifts) for the participants. The presence of writing time, writing goals and writing activities in the company of other writers were key to the retreat pedagogy. Participants appreciated gifts of time and physical space and described giving and receiving peer feedback and emotional support as forms of gift exchange within the community. The resulting writing strategies, competencies and identities provided the gift of sustainability. The analysis confirmed that this ongoing, immersive, cross-institutional, cross-rank, institutionally funded model of academic development was effective and responsive to the needs of individual scholars.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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