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
Ostry is recognized not only as an economist and scholar in academic circles, but as a leading public servant in top government circles.As chief economist of the Organization for Economic Cooperation and Development (oecd), Canada's "sherpa" at G7 Summits, and a leading participant in the Uruguay Round of multilateral trade negotiations, Sylvia Ostry's career was bound up with the consolidation of the transatlantic alliance and the evolution of a truly global trading system embodied above all in the World Trade Organization (wto).For Sylvia Ostry there is no contradiction between the world of ideas and the world of public duty.Both are indispensable to building a better future.Ideas create history.The globalized age we live in today is the product not simply of technology and economics, but of a vision of world politics that arose out of the devastation of the Second World War.Half a century ago, internationalism was the great ideal of humankind.It was the time of the Marshall Plan, the Atlantic Alliance, the beginnings of the European Union (eu), and the creation of the great multilateral institutions: the un, the International Monetary Fund (imf), the World Bank, and the General Agreement on Tariffs and Trade (gatt).un societies flourished.Young women and men joined the Peace Corps.The millions who died in the killing fields of Europe and Asia served as an ever-present reminder of the dangers of isolationism, nationalism, totalitarianism -of a closed and hostile world.A global community of nations -fostered by widening circles of prosperity, the rule of law, and greater openness and interdependencewas seen as the essential answer to peace.It was a revolutionary idea.It is easy to forget -at a time when even the Cold War is a fading memoryhow spectacularly successful the postwar vision has been.The Berlin Wall has
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 | 0.001 | 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