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
What makes us talk about viewpoint and perspective in linguistic analyses and in literary texts, as well as in landscape art? Is this shared vocabulary marking real connections between the disparate phenomena? This volume argues that human cognition is not only rooted in the human body, but also inherently 'viewpointed' as a result; consequently, so are language and communication. Dancygier and Sweetser bring together researchers who do not typically meet on common ground: analysts of narrative and literary style, linguists examining the uses of grammatical forms in signed and spoken languages, and analysts of gesture accompanying speech. Using models developed within cognitive linguistics, the book uncovers surprising functional similarities across various communicative forms, arguing for specific cognitive underpinnings of such correlations. What emerges is a new understanding of the role and structure of viewpoint and a groundbreaking methodology for investigating communicative choices across various modalities and discourse contexts.
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 | 0.000 | 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) | 0.000 | 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