MétaCan
Menu
Back to cohort
Record W4409304763 · doi:10.55439/ist/vol1_iss3/59

INCREASING PUBLIC AWARENESS OF FINANCIAL PRODUCTS AS A TOOL FOR ENSURING ECONOMIC GROWTH

2025· article· en· W4409304763 on OpenAlexaboutno aff
Gulnora Abdurakhmanova, Nazira Xodjaraxmanova

Bibliographic record

VenueInnovation Science and Technology · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicBusiness and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessFinance

Abstract

fetched live from OpenAlex

Financial literacy is a crucial determinant of economic stability and growth, as it enables individuals to makeinformed fnancial decisions, manage risks effectively, and engage with fnancial innovations. This article explores therelationship between fnancial literacy and economic development, analyzing global trends and challenges with a particularfocus on Uzbekistan. The study examines fnancial literacy levels in both developed and developing countries, emphasizingthe role of fnancial education policies in enhancing fnancial awareness. Special attention is given to Canada's fnancialliteracy initiatives, which serve as a potential model for Uzbekistan. The fndings indicate that improving fnancial literacycan strengthen economic resilience, mitigate fnancial fraud, and promote the adoption of digital fnancial tools.

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)0.001
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 score0.251
Threshold uncertainty score0.227

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.001
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 head0.015
GPT teacher head0.243
Teacher spread0.228 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInnovation Science and TechnologySame topicBusiness and Economic DevelopmentFrench-language works237,207