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The trap of narratives: The impact of scientific hypotheses on the effectiveness of economic policy

2025· article· en· W4414071545 on OpenAlexaboutno aff
В. Миловидов

Bibliographic record

VenueVoprosy Ekonomiki · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic Theory and Institutions
Canadian institutionsnot available
Fundersnot available
KeywordsMonetary policyInflation (cosmology)Interest rateQuarter (Canadian coin)PopularityBusiness cycleNarrativeEconomic indicatorEconomic forecasting

Abstract

fetched live from OpenAlex

The article presents some of the author’s reflections on the role played by economic narratives in the formation of economic policy in Russia in the first quarter of the 21 st century. In the author’s opinion, by now Russian economic policy has found itself in the “trap of narratives” that have dominated the intellectual economic environment for at least 20 years. The author notes a shift in the semantics of scientific research, which is expressed in the gradual decline in the popularity of economic growth and increased attention to monetary factors of development, inflation and financial stability. At the same time, the article shows that the Bank of Russia assumed the role of the main macroeconomic ideologist and regulator, and the key rate became the most important instrument of its monetary policy. The author defines the focus of the regulator’s efforts on monetary instruments of economic policy and, above all, the interest rate as a “narrative trap”. The author presents his view on how and why this economy found itself in this trap, hoping that his conclusions will help in the search for new approaches to the management of complex economic processes in a difficult period of global economic transformation.

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)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.183
Threshold uncertainty score0.461

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.029
GPT teacher head0.276
Teacher spread0.247 · 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; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations1
Published2025
Admission routes1
Has abstractyes

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