The Findings: Realist Lore and Liberal Principles: Another Case for Muted Optimism
Bibliographic record
Abstract
The transfer of financial resources in the form of foreign aid by advanced-industrial countries to less developed countries represents a rational decision on the part of the former to incur the opportunity costs that prevent such resources from being allocated to alternative uses. Increasingly too, the provision of foreign aid by the developed democracies has come to be viewed as one of the services which they render to developing countries – a public good contribution – to the maintenance of the stability of the international system. The degree of its dispersion among the thirty-six states is another notable feature of Canadian aid. With an average concentration level of forty percent, Canadian aid evinces one of the most dispersed patterns of aid giving among the ten donors whose policies are considered in this chapter. An examination of Danish aid to sub-Saharan Africa reveals important differences between Denmark’s approach to development assistance and many of the donors.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.054 |
| Scholarly communication | 0.014 | 0.015 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.012 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".