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Statistical analysis of the status and development of small entrepreneurship in Uzbekistan

2020· article· en· W3083174674 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

VenueSAARJ Journal on Banking & Insurance Research · 2020
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic and Industrial Development
Canadian institutionsnot available
Fundersnot available
KeywordsEntrepreneurshipStatistical analysisSocial scienceMathematicsAgricultureVeterinary medicineGeographyStatisticsPolitical scienceSociologyMedicineArchaeology

Abstract

fetched live from OpenAlex

This article provides a statistical analysis of the current state of small business in the country, its share in GDP, development indicators in some sectors of the economy, as well as the study of foreign experience in small business development and provides relevant conclusions and recommendations. As a means of creating new markets in Canada, Mexico, Japan and Singapore; In Poland, the Czech Republic, Hungary, Slovakia and China, small business and private entrepreneurship will be developed as a factor in accelerating economic reforms. In Uzbekistan, along with socio-economic development, small business and private entrepreneurship are being developed in order to increase employment and improve living standards by creating additional jobs. Therefore, from the first years of independence in our country, the development of small business and private entrepreneurship has been identified as an important direction in ensuring socio-economic development, as well as employment and increasing the competitiveness of the economy.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.025
Threshold uncertainty score0.374

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.194
GPT teacher head0.316
Teacher spread0.122 · 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