EXPERIENCE OF ADVANCED COUNTRIES IN APPLICATION OF PRE-TRIAL SETTLEMENT IN CONSTRUCTION
Bibliographic record
Abstract
The paper highlights the practice of pre-trial settlements in the sphere of construction in advanced countries of the world. Specific features of scientific theoretical approaches to dispute settlement in construction works have been substantiated. The international experience of advanced countries in application of the mechanisms for alternative dispute resolution has been analyzed, and a comprehensive research into international legal acts has been conducted. The vector of priority directions and ways to introduce the alternative mechanisms in the conditions of the Ukrainian state are determined. It is proposed to achieve the desired results by applying the discussed forms under administrative system reform. It is noted that today the Ukrainian state is only at the stage of creating an alternative dispute resolution model in construction. It is noted that the idea of introducing this practice in the domestic legal system is supported by a wide range of specialists. Such an interest corresponds to the desire of Ukraine to harmonize national legislation. It is grounded that the definition of priority directions and ways of introducing alternative mechanisms in the field of construction in Ukraine is to apply foreign experience in the context of reforming the modern political system, namely decentralization. It is the application of the proposed model that should be implemented at the state, regional and local levels, legally consolidate it and solve urgent problems. Such a systematization, in my opinion, will lead to a more objective and perfect settlement of disputes over a short period of time. It is noted that nowadays there is a considerable scientific interest in this issue, the expediency of using alternative mechanisms in the Ukrainian state is solved. However, this is a rather controversial issue, so there is a need for a comprehensive study of experience in foreign countries and the identification of priority areas and ways of applying experience in modern conditions in Ukraine.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.013 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.008 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".