Legal regulation of the protection of paleontological objects: the Canadian experience
Bibliographic record
Abstract
The protection of paleontological material occupies one of the central places in the field of preservation of objects of historical and cultural heritage. Each country has its own legal traditions and system for the protection of fossil sites on its territory. In this article, attention is paid to the legislative regulation of the search, collection and collecting of paleontological objects in Canada. The experience of this country is of particular interest for Russian practice. Unlike other countries, Russia and Canada are united by the similarity of climate, geography and natural conditions, the presence of permafrost and deposits with fossils. Therefore, the Canadian experience in the protection of paleontological objects deserves separate consideration. В Based on the analysis of the legislative acts of the provinces and territories of Canada, the article examines the features of legal regulation in this area and the organization of the state system for the protection of fossil remains. The novelty of the work lies in the fact that the focus of the study is on the formation and distribution of ownership rights to fossil objects and fossils. This allowed us to come to the following conclusions: all fossil objects, as a cultural and historical value, are owned by provinces and territories, which prevents their transformation into a commodity unit; the organization of the protection of paleontological objects has a horizontal structure, where the priority is not federal authorities, but provincial and territorial.
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.
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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.037 | 0.020 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".