MétaCan
Menu
Back to cohort
Record W4405826911 · doi:10.3390/languages10010001

Introduction: Balkan Romance Within the Balkan Sprachbund

2024· article· en· W4405826911 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

VenueLanguages · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicLinguistics, Language Diversity, and Identity
Canadian institutionsUniversity of New Brunswick
Fundersnot available
KeywordsRomancePolitical scienceArtLiterature

Abstract

fetched live from OpenAlex

This article provides a short introduction to Balkan Romance, examining and exemplifying a number of its principal features. In particular, the discussion begins in §2 with a review of the main morphosyntactic features of the four principal sub-branches of Old Romanian spoken today within the Balkan Sprachbund (Daco-Romanian, Aromanian, Istro-Romanian, and Megleno-Aromanian), tracing the treatment of such Balkanisms both in the traditional philological literature (§3) and their more recent formalization and expansion in the theoretical literature dedicated to the Balkan Sprachbund (§4). This is followed in §5 by a discussion of some of the dialects spoken in southern Italy and their key morphosyntactic features. These varieties, although not situated in the Balkan Sprachbund proper, have nonetheless either developed under contact with Balkan languages, as in the case of the Romance dialects of the extreme south of Italy which have been in centuries-long contact with Greek (§5.1), or, in the case of Italo-Albanian, have evolved under contact with local Italo-Romance varieties (§5.2). The discussion concludes in §6 with an overview of the principal issues discussed in each of the contributions.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.418
Threshold uncertainty score1.000

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 communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.001

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 head0.233
Teacher spread0.220 · 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