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Record W7083285093 · doi:10.5281/zenodo.17201539

Evaluating Global Economic Policy Worldwide

2025· report· en· W7083285093 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typereport
Languageen
FieldMedicine
TopicMedical research and treatments
Canadian institutionsnot available
Fundersnot available
KeywordsTariffPessimismInflation (cosmology)Government (linguistics)Quarter (Canadian coin)Politics

Abstract

fetched live from OpenAlex

These are the key findings of the EES in Q2, 2025:— Global political assessment reveals regional divides and signals of recovery.– Europe shows deep regional divisions with Eastern Europe reporting political deterioration while Northern/Western Europe remains cautiously optimistic.– Experts are generally more optimistic about political stability than government performance.— Global economic policy assessments show growing concern for future preparedness.– Experts in Northern America express less pessimism than in the previous quarter butthe region still ranks lowest globally, with particularly negative views on future policypreparedness.– All regions of Africa and Asia report positive assessments of economic policy, whileNorth and South America, and Eastern and Southern Europe report negative developments.– Experts are more pessimistic about policies addressing future challenges than currentperformance, especially in Americas and most of Europe.— Special module on tariff expectations– Experts globally expect import tariffs to substantially exceed what they believe wouldbe an economically appropriate level.– Tariff expectations vary greatly across regions, from as low as 7% in Oceania to nearly30% in Middle Africa.– Experts in Europe expect the lowest tariffs (around 10%) and prefer even lower rates(6-8%), showing the strongest commitment to free trade.– Experts overwhelmingly believe that the incidence of tariff costs would be largely borneby domestic consumers, with 54.3% of the total burden attributed to them.— Outlook: Global inflation expectations remain at elevated levels– With a global average of 4.0%, experts’ short-run inflation expectations for 2025 remainstable in comparison to the previous quarter.– Long-term inflation expectations for 2026 and 2028 also expected to stay at elevatedlevels at 3.9% and 3.7%.

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.

How this classification was reachedexpand

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)0.002
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Insufficient 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: Other · Consensus signal: Other
Teacher disagreement score0.471
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0290.015

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 head0.120
GPT teacher head0.420
Teacher spread0.300 · 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

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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