Ensure the Efficient Use of Local Budgets: What is the Root Cause of the Problem?
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 a market economy, everyone, as far as possible, tries to use the available funds efficiently. This is a separate derived individual, family, enterprise, etc. will be affected. However, despite this, life observations and scientific research have shown that this problem becomes more and more complex as it goes from bottom to top. In particular, one of such difficult problems is the issue of effective use of funds within the framework of local budgets. However, in our opinion, there is a certain paradox here. This is due to the fact that countries operating in market relations and in civilized countries of the world (USA, Canada, Germany, Great Britain, France, Austria, Holland, Italy, Japan, South Korea, etc.)).g.) this problem is already successfully resolved. Nobody doubts that the funds allocated from local budgets in these countries are spent efficiently. This is evidenced by the fact that the real situation exists there. But if we talk about the efficiency of spending funds in the accounts of local budgets in Uzbekistan, then, unfortunately, this cannot be said.
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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) | 0.000 | 0.000 |
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.
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