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
Abstract The concept of “heteroglossia” was coined by Mikhail Bakhtin in an essay from the 1930s. Heteroglossia was the name he gave for the “inner stratification of a single national language into social dialects, group mannerisms, professional jargons, generic languages, the languages of generations and age-groups,” and so on, but it was not simply another term for the linguistic variation studied in sociolinguistics and dialectology. It differed in three respects. First, in heteroglossia differences of linguistic form coincided with differences in social significance and ideology: heteroglossia was stratification into “socio-ideological languages,” which were “specific points of view on the world, forms for its verbal interpretation.” Second, heteroglossia embodied the force of what Bakhtin called “historical becoming.” In embodying a point of view or “social horizon,” language acquired an orientation to the future, an unsettled historical intentionality, it otherwise lacked. Third, heteroglossia was a subaltern practice, concentrated in a number of cultural forms, all of which took a parodic, ironizing stance in relation to the official literary language that dominated them. Throughout his discussion, however, Bakhtin wavers between claiming this heteroglossia exists as such in the social world, from which the novel picks it up, and arguing that heteroglossia is something created and institutionalized by novels, which take the raw material of variation and rework it into “images of a language.” Interestingly, from roughly 2000 on work in sociolinguistics has suggested that ordinary speakers do the kind of stylizing and imaging work Bakhtin assigned to the novel alone. One could argue, however, that heteroglossia only acquires its full significance and force when it is freed from any social function and allowed to flourish in novels. According to Bakhtin, that means that heteroglossia is only possible in modernity, because it is in modernity that society becomes truly historical, and languages only acquire their orientation to the future in those circumstances.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| 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