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Record W4237888541 · doi:10.32843/infrastruct52-1

WORLD EXPERIENCE IN FORECASTING AND PLANNING SOCIO-ECONOMIC DEVELOPMENT IN THE PROCESS OF DEVELOPING A "WELFARE STATE"

2021· article· en· W4237888541 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

VenueMarket Infrastructure · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEconomic and Technological Developments in Russia
Canadian institutionsnot available
Fundersnot available
KeywordsDeveloping countryEconomicsEconomic planningScale (ratio)WelfareGovernment (linguistics)BusinessEconomic growthMarket economyGeography

Abstract

fetched live from OpenAlex

The article discusses the objective need to use the world experience of forecasting and planning in the process of developing a "welfare state" as an effective model for the modern development of a socially oriented market economy. The denial and lack of planning and forecasting of the economy on the scale of the country can lead to such negative consequences as uncertainty of the benchmarks of social and economic development of society for the long term and the development of chaos in the country; priorities of the decision short-term and current problems before strategic tasks on which the future development of society depends; preservation of playback modes; incomplete and inefficient use of resources; the emergence of crisis situations, etc. The practice of the leading countries of the world and the results they get prove that planning and forecasting are objectively necessary tools for the development of the modern market economy. The experience of many countries of the world testifies to the effectiveness of the use of these tools of state regulation of national socio-economic development. Features of forecasting and planning are considered in the representative countries of three existing systems of planning and regulation in the world: North American (USA and Canada); Asian (Japan and South Korea); European (France and Sweden). The forecasting and planning tools are based on the intersection balance model, which involves the inclusion of market impact (equilibrium prices) to determine the proportions of the plan and reflects the dynamics of production links (processes of public reproduction) of the national economy for several years. In the 21st century, strategic planning for the effective development of the state's economy is a prerequisite for sustainable economic growth and the formation of a national model of "welfare state" on this basis. Today, developed (post-industrial) countries use planning and forecasting, which have established themselves as an objective and natural tool for the modern market economy, where the role of the state is based on indicative planning, which ensures the achievement of sustainable economic growth to improve the well-being of the nation.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.051
Threshold uncertainty score0.384

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)0.0000.000

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 head0.299
Teacher spread0.270 · 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