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
Lester Pearson (1897–1972) was the Canadian secretary of state for external affairs from 1948 to 1957 and later prime minister from 1963 to 1968. As a young diplomat, Pearson had witnessed a number of the founding landmarks of the United Nations and most of his reputation was built on establishing for Canada a distinctive policy in the UN and the wider international community. In 1956 he played a major role in the creation of the first United Nations Emergency Force (UNEF I) which was deployed into the Suez Canal Zone, to police the ceasefire approved by the UN and provide the British and French governments with a face‐saving military and diplomatic exit from the Suez Crisis. For this he received the Nobel Peace Prize in 1957. Pearson was instrumental in developing, during the Cold War, a reputation for Canada as a model UN member, an honest diplomatic broker, and a state committed to promoting compromise and avoiding dangerous confrontations through negotiation and good offices.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.006 |
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