Bibliographic record
Abstract
Abstract This paper calls for rethinking not only studies in the Philippines but also, from them, the premises of variationist sociolinguistics. Through a grounded-theoretic thematic analysis of 77 sociolinguistic studies, it identifies seven patterns shaped by postcolonialism. Key findings show that degree of language contact does not automatically determine the social salience of differences and that most studies depart from “canonical” methodologies, prioritizing multilingualism and (post-) colonial histories/ideologies over “variable-rule” analyses. These findings motivate a dual framing: rethinking variation in the islands , which revisits Philippine sociolinguistic research as a collective, relational body of work that transcends disciplinary boundaries; and rethinking variation from the islands , which uses these insights to refine variationist theory to better account for postcolonial ecologies. While latter-wave variationism advances post-structural insights (e.g., emic perspectives, indexicality), Philippine sociolinguistics extends these by embedding them in multilingual, postcolonial contexts, advancing alternative epistemologies that position these settings as generative sites for theorizing variation itself.
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.
How this classification was reachedexpand
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".