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
Class action is an important safeguard to protect the rights and legitimate interests of large groups of people and it has already proven successful in advanced foreign legal systems. One of the most popular forms of class action in countries with a continental legal system (France, Sweden, Argentina) is a representative action, which is initiated by non-profit associations, i.e., “ideological claimants” (associations, foundations, non-profit organizations) in defense of violated collective rights of a large group of people or unspecified persons in the most vulnerable areas of economic life. The institution of collective redress by representative bodies is less popular in countries with common law legal systems (the USA, Australia, Canada), which traditionally use class actions. Nevertheless, countries with common law legal systems such as the United Kingdom (England and Wales) actively use the legal tools for the social protection of the violated rights and interests of citizens. This article analyzes the legislative consolidation and application of representative actions in the Russian Federation. The absence of a mechanism (for filing a lawsuit before the decision) of judicial protection of professional representatives’ collective rights and public interests according to the generally accepted international practices involving interested persons whose rights have been violated (opt-in or opt-out), creates barriers to the development of representative actions in Russia. At the same time, the scope of these claims and the judicial protection of collective rights and public interests by public associations has its own characteristics, which can be used by legislators to effectively protect human rights.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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