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 This study investigates the expression of Catalan clitics en and hi , which have no grammatical equivalent in Spanish, in the adult grammar of Catalan-Spanish early bilinguals. Participants ( N = 57), born and raised in Catalonia, are divided into 3 groups according to their onset of acquisition and language use: Spanish-dominant ( n = 20), Balanced Bilinguals ( n = 15) and Catalan-dominant ( n = 22). The results of an Acceptability Judgment Task and an Elicited Production Task indicated that Spanish-dominant bilinguals have a divergent grammar compared to that of the Catalan-dominant speakers, overaccepting ungrammatical omission and doubling of the clitics. The bilingual group patterned with the Catalan-dominant group in some of their judgments, but with the Spanish-dominant group in their production. It is argued that onset of acquisition cannot be the only explanation for the differences between the bilingual groups, and that quantity and quality of input play an important role in the acquisition process.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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