Theory Follows from Practice: Lessons from the Field
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
Theory is a distillation that makes the inevitable trial and error of teaching and learning count for lessons to be passed on. We learned this from working on engaged humanities projects, and also from reading Frederich Schiller, John Dewey, and others who share a fascination with doing as a trigger for feeling and thinking. The sometimes humble practice of service learning generates lessons that add up to the broad intellectual ambition of public humanities: to explore and expand the civic dimensions of art and interpretation, and to demonstrate through practise the centrality of the humanities to democratic processes and social justice. Theory not only informs engaged humanities practices: theory is transformed by these practices, as are those who participate in them. At a time when the value of the humanities is continually in question, it is all the more essential to engage the humanities in the dialogical process of refashioning education, community, theory, and the humanities themselves.
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 | 0.001 | 0.000 |
| 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 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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