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Record W1492441154 · doi:10.1108/rr-02-2014-0048

Central and South-Eastern Europe 2014 (14th edition)

2014· article· en· W1492441154 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueReference Reviews · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicRegional Development and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsGeographyHistory

Abstract

fetched live from OpenAlex

Central and South-Eastern Europe 2013, 13th Edition 1 "Central and South-Eastern Europe 2013, 13th Edition" is a comprehensive survey of countries and territories of Central and South-Eastern Europe that covers latest economic and political developments.As mentioned in the foreword, it is published at a time of serious uncertainty in the region, and in the European Union (henceforth EU).Greece is battling with a severe financial crisis, and other countries in the Western Balkans, despite some improvements in the framework of EU accession, also have problems with high unemployment and corruption along with the financial crisis.On the bright side, Croatia has signed the Treaty of Accession to the EU and approved it on a national referendum.So, the region is experiencing both positive and negative changes.As already said, this is the 13th edition of a very successful series of regional surveys which has started in 2000, and is also published in the US and Canada.It is a part of the "Europa Regional Surveys of the World" series, being one of its earliest titles.It consists of four parts covering the latest events with insightful articles on main issues, substantiated with statistical data and information regarding institutions and key figures related to the region.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.904
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.001

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 head0.080
GPT teacher head0.331
Teacher spread0.250 · 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