MétaCan
Menu
Back to cohort
Record W3129799684 · doi:10.15353/rea.v13i3.3481

Structural Funds and Regional Economic Growth: the Greek experience

2021· article· en· W3129799684 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.

venuePublished in a venue whose home country is Canada.
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

VenueReview of Economic Analysis · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicRegional Development and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsTourismEconomicsPaymentEuropean unionEconomic policyPoliticsBusinessInternational economicsFinancePolitical science

Abstract

fetched live from OpenAlex

The impact of structural funds of the European Union (EU) on regional economic growth is a matter of both political and economic importance. The large and regular payments made across the EU to countries and regions within them were and are meant to promote various aspects of growth and development and to encourage structural changes that foster investments and economic reforms. But how much of these aims have they been achieved? In this paper we provide considerable empirical evidence that Greek regions have, for the most part, benefited by the various disbursements of EU structural funds. We shed partial light on where this funding went to and to how it potentially contributed to Greek growth but we also raise a number of questions about the viability of the current productive structure of the Greek economy and its over-reliance on tourism. Our results provide support on the efficacy of the payments but leave open the problem of where these payments should be allocated, the monitoring of their absorption and the end impact in the economic cycle within a country.

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)0.000
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.783
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0020.000

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 head0.050
GPT teacher head0.349
Teacher spread0.299 · 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