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Creating a Bilingual Citizenry

2020· book-chapter· en· W4242412949 on OpenAlexaboutno aff
Amílcar Antonio Barreto

Bibliographic record

VenueUniversity Press of Florida eBooks · 2020
Typebook-chapter
Languageen
FieldSocial Sciences
TopicPolitical Systems and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsNeuroscience of multilingualismNationalismPolitical scienceFluencyCreedLawPublic administrationPolitical economySociologyLinguisticsPoliticsPhilosophy

Abstract

fetched live from OpenAlex

As the PNP upped the ante with official bilingualism, statehood opponents countered with nationalist performances: testifying before Congress in Spanish despite their fluency in English. For many federal lawmakers this gesture conjured images of Québécois nationalism. Departing from the Civic Creed, English language advocates lauded the indivisible link between the English language and statehood. Official bilingualism was not enough. Therefore in 1996 the Rosselló administration launched an initiative promoting a new bilingual citizenry via the school system. Eerily reminiscent of Americanization, this aggressive push favoring English was not designed to appease voters but to influence Congress. This was the PNP’s new nested game. Despite their efforts the PNP lost the 1998 status plebiscite. Unhappy with the statehood party, most of the electorate opted to vote for ‘none of the above.’

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.994
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.029
GPT teacher head0.236
Teacher spread0.207 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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