Direct vs. indirect attitude measurement and the planning of Catalan in Mallorca
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
Studies of the sociolinguistic situation of Catalan have generally concentrated on Catalonia and have disregarded other territories where Catalan is also native, namely the Valencian Community and the Balearic Islands. Although the three territories share a common history of linguistic oppression, different approaches with respect to language planning on the part of the respective autonomous governments have produced different patterns of sociolinguistic evolution. In this article, the specifics of the island of Mallorca and in particular the sociolinguistic situation of its capital city, Palma, are reviewed. Research on attitudes in the Balearic Islands has made use of direct questionnaires as a tool of analysis. This paper explores the differences between the answers to direct questionnaires and the responses to a matched-guise experiment by way of the traditional distinction between the parameters of status-instrumentality and solidarity-integrativeness. It also proposes that a combination of methods is needed to obtain a clearer picture of the problems still to overcome.
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 | 0.001 |
| 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