Bibliographic record
Abstract
Reparations for colonialism and colonial-era atrocities have moved from an unrealized demand of citizens, politicians, and thinkers in the Global South to a project with some results in the real world. Key markers include the return of numerous art objects from museums in the Global North to their countries of origin;1 the release of the Caribbean Community and Common Market’s (CARICOM) proposal for reparations;2 and Namibia’s agreement with Germany on compensation for the German genocide against the Herero people in 1904–083—along with the resultant controversy. These developments follow earlier claims for reparations directed to—and their eventual acceptance by—the governments of Canada and New Zealand, domestic courts in the Netherlands and the UK, and the Inter-American Court of Human Rights.4 At the same time, it remains the case that reparations for colonialism are overall few and far between.
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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 | 0.021 | 0.054 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.039 |
| Scholarly communication | 0.011 | 0.012 |
| Open science | 0.003 | 0.013 |
| Research integrity | 0.010 | 0.019 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".