MétaCan
Menu
Back to cohort
Record W2099442073 · doi:10.1017/s1366728911000204

Phrase-final prepositions in Quebec French: An empirical study of contact, code-switching and resistance to convergence

2011· article· en· W2099442073 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueBilingualism Language and Cognition · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicLinguistic Variation and Morphology
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsConvergence (economics)PhraseComputer scienceLanguage contactCode (set theory)Language changeLinguisticsInterpretation (philosophy)Code-switchingMainstreamHost (biology)Natural language processingArtificial intelligenceProgramming languagePolitical scienceSet (abstract data type)Economics

Abstract

fetched live from OpenAlex

In this study, we investigate whether preposition stranding, a stereotypical non-standard feature of North American French, results from convergence with English, and the role of bilingual code-switchers in its adoption and diffusion. Establishing strict criteria for the validation of contact-induced change, we make use of the comparative variationist framework, first to situate stranding with respect to the other options for preposition placement with which it coexists in the host language grammar, and then to confront the variable constraints on stranding across source and host languages, contact and pre-contact stages of the host language, mainstream and “bilingual” varieties of the source language, and copious and sparse code-switchers. Detailed comparison with a superficially similar pre-existing native language construction also enables us to assess the possibility of a language-internal model for preposition stranding. Systematic quantitative analyses turned up several lines of evidence militating against the interpretation of convergence. Most compelling are the findings that the conditions giving rise to stranding in French are the same as those operating to produce the native strategy, while none of them are operative in the presumed source. Explicit comparison of copious vs. sparse code-switchers revealed no difference between them, refuting claims that the former are agents of convergence. Results confirm that surface similarities may mask deeper differences, a crucial finding for the study of contact-induced change.

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 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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.424
Threshold uncertainty score0.928

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 head0.068
GPT teacher head0.366
Teacher spread0.298 · 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