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
Describing student views of summary as anxious, and also incompatible with scholarly practice, this paper explores possibilities for addressing such views by developing theories of summary as citation. It begins by reviewing Teun van Dijk's "macrostructural" theory as a cognitive explanation for summary, and finds that, even with the addition of new-rhetorical genre theory to in-troduce social context to cognitive activities, a deficit persists in accounting for summary. Greg Myers' study of reported speech begins to speak to the deficit by showing conversationalists citing others to position themselves. Judith Butler's argument for linguistic agency is then called on to demonstrate the inherent instability in citation and the risk of change involved in all reitera-tion-these amounting to democratic "possibility." Mikhail Bakhtin's "revo-lutionary" philosophy of language then contributes perspectives on repeti-tion of others' words which locate summary at the threshold of subjectivity. The paper concludes by describing summary as rendering positions in the social order, and attitudes towards summary as indications of ideologies of language itself.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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