Language and political consciousness: explorations from the Philippines at the <i>fin de siècle</i>
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 At the turn of the twentieth century, the Philippine archipelago transitioned from nearly 400 years of colonial occupation under the Spanish to imperial occupation under the Americans. This analysis interrogates the dynamics through which the heterogeneous languages of the Philippine archipelago were maintained alongside state-sanctioned languages that over time came to create and sustain various forms of consciousness potentiated around the nexus of language. Using a theoretical foundation that intertwines Gramsci and Bakhtin’s understanding of the heteroglossic nature of language, the ways in which the interanimation of languages emerges as a potential site for the realization of certain forms of political consciousness is explored. This analysis interrogates the tensions emergent in forms of discourse linked to the question of language that gave rise to the contemporary linguistic situation in the Philippines today, both “from above” as well as “from below” at the fin de siècle .
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| 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 it