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
Summary The Canada–China Foreign Investment Promotion and Protection Agreement (China FIPPA) is novel and, in key respects, non-reciprocal in favour of China. For example, it would provide a general right of market access by Chinese investors to Canada but not by Canadian investors to China; allow wider scope for investment screening by China than by Canada; omit a long-standing Canadian reservation for performance requirements that favour Aboriginal peoples; and dilute Canada’s established position on transparency in investor-state arbitration. These and other textual aspects of the China FIPPA are highlighted in comparison to other trade and investment treaties, especially those to which Canada is a party, that provide for investorstate arbitration. The China FIPPA is also examined in the current economic context of investment flows between Canada and China. The article responds partly to claims by Canadian trade officials that the China FIPPA is unremarkable because it simply continues Canada’s past foreign investment promotion and protection practice.
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 | 0.001 | 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