International experience on the improvement of national management technology and legal regulation of public contracts
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
The objective of the research is to study the global experience of the legal regulation and organization of public procurement (from a not only legal but also a technological perspective), which should be the basis for suggestions to improve the legal regulation mechanism for procurement public in Ukraine. For the implementation of the comparative legal part of the study, normative legal acts and acts of official interpretation of the legal systems of the following states, as well as related scientific and scientific-practical materials, were used: USA, Australia, New Zealand, Japan, Switzerland, South Korea, United Kingdom, Japan, Egypt, Canada, Malaysia, Israel, India, Argentina, Australia, New Zealand. The unification of electronic public procurements systems remains to be a topical and unresolved task for the WTO GPA member countries. The experience of some countries in encouraging small and medium-sized enterprises in electronic public procurement is considered progressive and positive. We consider it necessary to adopt the experience of the USA, Israel, China countries and accelerate the adoption of laws in Ukraine to support national producers.
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) | 0.000 | 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