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Record W7131398630 · doi:10.33137/ic.v39i1.46567

Modelli di repertorio delle varietà italoromanze all’estero e nell’emigrazione di ritorno

2025· article· it· W7131398630 on OpenAlexvenueno aff
Margherita Di Salvo

Bibliographic record

VenueItalian Canadiana · 2025
Typearticle
Languageit
FieldComputer Science
TopicLinguistic Studies and Language Acquisition
Canadian institutionsnot available
Fundersnot available
KeywordsLingua franca

Abstract

fetched live from OpenAlex

Questo contributo esamina la conformazione dei repertori linguistici di quattro comunità italiane all’estero e di tre gruppi di emigranti di ritorno residenti in tre piccoli comuni irpini. L'analisi si basa sulla proposta elaborata da Dal Negro e Iannaccaro (2003) per le minoranze linguistiche in Italia, in cui sono stati individuati alcuni parametri che si dimostrano validi anche per le comunità di lingua ereditaria. Inoltre, la comparazione tra più contesti permette di mettere in evidenza la variazione tra diverse comunità italiane che si distinguono per la storia migratoria e, conseguentemente, per gli usi linguistici, con particolare riferimento alla gestione del bilinguismo tra lingua ereditaria e lingua maggioritaria del paese di immigrazione. Il risultato principale del contributo dimostra l’importanza di un approccio sociolinguistico per lo studio delle lingue ereditarie, il cui uso può essere compreso pienamente solo considerando la complessità dei contesti in cui esse sono parlate.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.889
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0020.001
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 head0.013
GPT teacher head0.242
Teacher spread0.229 · 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.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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