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.
Bibliographic record
Abstract
In many countries of the world (Poland, Germany, USA, Canada, UK), the activity of credit unions (cooperative banks) has a significant positive influence for the development of the country's economy. In Ukraine, credit unions have become the main lenders of small and medium-sized agricultural producers, but the effectiveness of their activities requires members to be disciplined in the payment of contributions determined by the statute. In recent years, there has been a significant reduction in the number of credit unions in Ukraine, due to many factors. The purpose of the article is to reveal the role and influence of members of credit unions on their functioning and development. The study is based on the use of materials from the National Rating Agency "Rurik", the World Consilium of Credit Unions, the National Commission, which carries out state regulation in the sphere of financial services markets in Ukraine. The basic principles of the functioning of credit unions were disclosed. The key performance indicators of credit unions in the world were estimated. The analysis of the dynamics of changes in the number of members of credit unions in Ukraine over the past ten years has been carried out. It was revealed that the development of credit unions in Ukraine is declining because there is a significant decrease in the interest and active participation of the overwhelming majority of members of credit unions in their work. The one element today to support the development of credit unions remains the assistance of international experts in the framework of non-governmental projects and programs. The lawmakers also are indifferent to the problems of credit unions development. Prospects for the development of credit unions remain disappointing, and therefore require a fundamental change in the attitude of members in the activities of such institutions and a more active position of legislators.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it