Genetic discrimination in foreign legislation and law-enforcement practice
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 article is devoted to the problematic issues of legal regulation of public relations arising from protection against discrimination based on genetic status in the legislation and law enforcement practice of a number of foreign countries (Australia, Canada, the United States of America). The authors analyzed the concept of discrimination based on genetic status, formulated in the legal acts of states; an attempt was made to present their own interpretation of this term. The article provides an overview of the international legal framework for the regulation of public relations arising from countering discrimination based on genetic status, as well as key acts of leading foreign jurisdictions. The authors paid special attention to the analysis of law enforcement (judicial) practice, illustrating the problems associated with genetic discrimination, the main directions of the development of such practice are highlighted. In conclusion, the authors contemplate on the advisability of implementing relevant foreign experience into the Russian legal system
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 | 0.001 |
| 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