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 birth of Canadian foreign policy after the Second World War seemed to be the perfect moment for Canada in the 1950s to rekindle its interest in France. The colonial problems of the French Fourth Republic were a worry to Canada, and the First Indochina War provided the new Canadian External Affairs team with its first opportunity to involve itself in diplomacy. Canada was able to rebuild its relations with France upon a combination of two policies : « non-indifference » and « non-interference ». The basis for this foreign policy was Canada's recognition of the new Associated States of Indochina, its support of French military operations in South East Asia through the Mutual Aid Programme, and the help of a Canadian public that supported the fight against communism. However, this policy was a double-edged sword. On the one hand, Canada wanted to project itself as a new middle-sized power without great power responsibilities, and, on the other hand, the nation's leaders wanted to avoid any entanglements in Indochina.
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 | 0.001 | 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 | 0.001 | 0.002 |
| 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