MétaCan
Menu
Back to cohort
Record W2260817148

Economic Growth, Employmentand the Crisis in Europe

2015· article· en· W2260817148 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

VenueRomanian Statistical Review Supplement · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicRegional Development and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Gross domestic productRecessionEuropean unionEconomicsContext (archaeology)Real gross domestic productInflation (cosmology)Eu countriesEconomyInternational economicsGeographyMonetary economicsMacroeconomics
DOInot available

Abstract

fetched live from OpenAlex

Romania recorded in the second quarter of 2014 a decline in gross domestic product (GDP) within the 28 European Union countries (EU) of 1% compared to the first quarter of 2014, and the only economies with negative developments were Germany, Italy and Cyprus. Estimates of GDP for the first quarter were revised down from the previous quarter growth of 0.2% to a decrease of 0.2%. Romania was in technical recession (two consecutive quarters of decline in GDP compared with the previous quarter) for two and half years 2008-2011 and back in technical recession in early 2012, and managed to return to growth by the end of that year. EUROSTAT data shows that the economies of Germany and Italy were contracted in the second quarter of this year by 0.2% and by 0.3% in Cyprus. In this context, the article proposes an analysis of the influence of the inflation rate and employment rate of labor force on GDP for EU countries and for Romania as an European Union member 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)0.001
metaresearch head score (Gemma)0.000
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: Commentary · Consensus signal: none
Teacher disagreement score0.637
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)0.0020.001

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 head0.060
GPT teacher head0.380
Teacher spread0.320 · 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