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
This article considers the manner in which Canada may choose to reform its regulatory framework related to remote sensing space activities. The article begins by presenting a brief historical perspective on the role and utility of remote sensing space activities as well as Canada’s contributions and particular expertise and reliance on such technology. The article then illustrates the various legal elements related to regulating remote sensing activities in Canada (focusing specifically on the international, bilateral and domestic foundations of such regulation) before shifting to an investigation of the steps already made to address the reformation of Canada’s regulatory framework. The article then highlights the recent US reforms to its own domestic remote sensing regulatory framework and illustrates the consequences of such changes for Canada. The article then provides a number of options on how Canada may proceed with its own reform agenda and culminates by highlighting a few areas requiring further research. This article helps explain the underlying rationale of Canadian space policy related to remote sensing and how changes to the legal framework related to remote sensing are both necessary and beneficial. Canadian space law, space policy, remote sensing, national security, commercial development
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