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Record W4392855445 · doi:10.1177/14651165241234483

The Greek crisis as a “morality tale”? An empirical assessment

2024· article· en· W4392855445 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

VenueEuropean Union Politics · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic Sanctions and International Relations
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMoralityPolitical sciencePolitical economyPsychologyLawSociology

Abstract

fetched live from OpenAlex

Credit and debt are more than just material exchanges within a market economy, they are also social constructs embedded in moral judgments about the character of the agents involved. During the recent European Sovereign Bond crisis, some commentators noted how a similarly loaded moral media discourse juxtaposed “virtuous” Northern European countries on the one side, and “spendthrift, lazy” Southern European ones on the other side. In this article, I provide a quantitative large-N empirical assessment of this phenomenon. I employ a dictionary-based approach inspired by research in social psychology to measure moral content. Upon analyzing more than 14,000 articles published in the Anglo-American and German financial press between 2004 and 2019, I show the extent to which Greece was described in negative moral language. After the initial “shock” in the fall of 2009, the average moral tone turns negative, and more so in the German financial press relative to its Anglo-American counterpart. Moreover, by most measures, it never completely reverts to pre-crisis levels, thus suggesting how “sticky” economic narratives can become. Against the original expectations, though, there is no evidence that the financial press framed the last and most acute phase of the Greek crisis in 2015 in increasingly moral terms.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.874
Threshold uncertainty score0.997

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)0.0010.004

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 head0.068
GPT teacher head0.331
Teacher spread0.263 · 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