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Record W4409093328 · doi:10.3390/languages10040073

Acquisition of Variation in the Use of alors, donc, fait que by Advanced French-as-a-Second-Language Learners in Ontario, Canada

2025· article· en· W4409093328 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.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueLanguages · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLinguistic Variation and Morphology
Canadian institutionsUniversity of TorontoYork University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsVariation (astronomy)LinguisticsHumanitiesHistoryArtPhilosophyAstronomyPhysics

Abstract

fetched live from OpenAlex

This study examines the acquisition of sociolinguistic variation in the use of French connectors alors/donc/fait que ‘so’ by two groups of advanced French-as-a-second language (FL2) learners in Ontario: (i) high school French Immersion (FI) students and (ii) university students. It considers two types of functions fulfilled by these connectors: (i) the grammatical function of expressing consequence between two clauses and (ii) a range of discursive functions, a dual focus not present in previous research, which considered only one or the other of these two types of functions. Our study shows that: (i) although these two FL2 groups’ use of the connectors is distant from the norms of FL1 speech, the university students achieve a more advanced level of acquisition of this case of variation than do the FI students, reflecting the positive effect of continued learning of French at the postsecondary level; (ii) ‘level of opportunities to interact in French with native speakers’ has a greater positive impact on the acquisition of alors/donc/fait que than ‘time spent learning French’; and (iii) both groups of students evidence incomplete acquisition of the linguistic constraints of connector choice.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.672
Threshold uncertainty score0.936

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0010.000

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 head0.011
GPT teacher head0.274
Teacher spread0.263 · 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