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
In 1992, Canada committed to developing a national sustainable development strategy (NSDS). Canada has chosen a decentralized approach to NSDS in which each federal department creates its own sustainable development strategy (SDS). Federal legi slation and environmental initiatives provide additional environmental protection. These three components - SDS, environmental legislation and initiatives - represent Canada's environmental sustainability planning system (CESPS). This report uses an innovative methodology based on best practices to evaluate the CESPS to assess its strengths and weaknesses and provide recommendations for improvement. Best practices were derived from the literature and include: 1) comprehensive goals with measurable targets, 2) effective strategy, 3) integration, 4) monitoring, 5) leadership and accountability, 6) adaptive management, 7) stakeholder collaboration, and 8) legal framework. The results indicate that Canada's current sustainability structure has significant weaknesses that should be addressed.
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) | 0.001 | 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