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Record W3006251700 · doi:10.1515/opli-2019-0039

Cree-English intrasentential code-switching: Testing the morphosyntactic constraints of the Matrix Language Frame model

2019· article· en· W3006251700 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.

Bibliographic record

VenueOpen Linguistics · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicMultilingual Education and Policy
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsLinguisticsMorphemeFrame (networking)Computer scienceNounCode-switchingMatrix (chemical analysis)Set (abstract data type)Artificial intelligencePhilosophyProgramming language

Abstract

fetched live from OpenAlex

Abstract This study examines the morphosyntactic constraints on Cree-English intrasentential codeswitching involving mixed nominal expressions to test the Matrix Language Frame (MLF) model. The MLF model is one of the most influential frameworks in the field of contact linguistics used in the study of grammatical aspects of codeswitching and other contact-induced phenomena. The three principles associated with MLF, viz., the Matrix Language Principle, the Asymmetry Principle and the Uniform Structure Principle, were tested on data consisting of 10 video recordings (constituting of 323 tokens of English nouns in mixed utterances) collected from the speech of a Cree child, aged 04;06 - 06;00. The data is drawn from Pile’s (2018) thesis which is based on the data collected from the Chisasibi Child Language Acquisition Study (CCLAS). The results of the analyses suggest general support for the three principles since, in the entire data set, not a single counter example has been recorded. The Cree-English bilingual data appears asymmetrical in structure, where the Matrix Language, namely Cree, provides morpheme order and outsider late system morphemes, and consequently, is responsible for the well-formedness and morphosyntactic frame of bilingual clauses..

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)0.001
metaresearch head score (Gemma)0.025
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.584
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.025
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 science0.0010.000
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 head0.083
GPT teacher head0.444
Teacher spread0.361 · 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