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 (CHAT) is not answerable in categorical terms. Both CHAT and AR have been variously interpreted and much depends on the individual biographies of those who pronounce on their relationship. In this paper, therefore, I offer no more than my own answer to this question, based on my own research trajectory. In fact, neither of the above perspectives was influential in my initial research; nevertheless each has become central to the ways in which I now conceptualize and carry out my research. As I shall explain in more detail below, following Vygotsky, CHAT treats theory and practice as dialectically related, with each informing and being informed by the other. This holds across the disciplines for, as Ursula Franklin, an eminent Canadian scientist, put it in introducing a multidisciplinary conference on “The Ecology of Knowledge” (Franklin, 1996), “Knowledge is created in the discourse between people doing things together. " Action research clearly fits this account, since one of its goals is to create and refine knowledge through processes that involve people in deliberately acting and reflecting discursively on their actions together. Thus, when educators carry out action research that aims to improve opportunities for learning in schools, their research can
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 | 0.001 | 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) | 0.000 | 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