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
There has been a development in both scholarly and popular attention to language capabilities and their alleged cognitive consequences. Emphasis, both theoretical and applied, was initially given to monolingual fluencies. Indeed, the sense that monolingualism is still somehow the default norm remains in some ‘large-language’ contexts. A second stage, as it were, arose when serious consideration began to be given to bilingualism—a phase surely long overdue, given the real-life circumstances that have always prevailed around the world. One of the most interesting aspects of this phase has been the apparent empirical demonstration that bilingualism correlates with cognitive advantage. Although this seems a welcome corrective to earlier and quite opposite views, the evidence turns out to be far from unequivocal. It now appears likely that, while expanded linguistic repertoires are of course beneficial, there are no simple correspondences between languages known and cognitive capacities. Research on bilingualism and multilingualism, at both individual and social levels, is now routine.
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 | 0.004 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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