Douglas Roche: Environment, Development & Arms Control
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
Author, parliamentarian, and diplomat, Douglas Roche was Canada's Ambassador for Disarmament from 1984 until 1989. Before that, from 1972 to 1984, he was elected to the Canadian Parliament four times. He has been awarded honorary doctoral degrees from St. Stephen's College, Simon Fraser University, and the University of Alberta. And he has been honored with the Christian Culture Gold Medal Award; the Alberta Premier's Award for Excellence, and the Peace Award of the World Federalists of Canada. He has written nine books. His latest, Building Global Security: Agenda for the 1990's, describes how the arms race, world poverty, environmental degradation, and staggering debt can only be solved by new international partnerships. He is presently Distinguished Fellow at the Canadian Centre for Arms Control and Disarmament and Visiting Professor at the University of Alberta.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.008 |
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