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Record W2889112216 · doi:10.33423/jabe.v20i5.358

The Success of Market Reforms in China: Competing Paradigms of Information Economics and Neoclassical Economics

2018· article· en· W2889112216 on OpenAlexvenueno aff
Elena Kulikov, Alexander Kulikov

Bibliographic record

VenueJournal of Applied Business and Economics · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicCorruption and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsChinaGovernment (linguistics)Economic interventionismEconomicsMarket failureGovernment failureInstitutional economicsPublic economicsIntervention (counseling)Information economicsEconomic systemNeoclassical economicsPolitical sciencePolitics

Abstract

fetched live from OpenAlex

The transition from centrally planned to market-based economies is a crucial experiment highlighting the relative merits of different economic schools of thought. This manuscript is the first one of two interconnected research papers examining this transition in different contexts: China and Russia. In the current paper, we evaluate the success of the new information paradigm applied in China. We argue that markets cannot be efficient without a role for the government, and pitting market against government is an outdated dichotomy. Public administration, government regulations and intervention, and social institutions are all impacting the efficiency of economic markets. The new information economics is important for the future of public administration.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.592
Threshold uncertainty score0.315

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 communication0.0000.001
Open science0.0000.000
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 head0.009
GPT teacher head0.221
Teacher spread0.212 · 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 designObservational
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

Citations0
Published2018
Admission routes1
Has abstractyes

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