Bibliographic record
Abstract
The notion of reparations encompasses debates about the relationship between individual and society, the nature of political community, the meaning of justice, and the impact of rights on social change. In international law, the dominant approach to reparations is based on individual rights. This normative framework is out of step with the understanding of reparations circulating among many women activists. I develop a theoretical approach to justice and reparations that helps to explain the gap between the international normative framework and activist discourses. Based on distributive, communitarian, and critical theories of justice, I argue that reparations can be thought of as rights, symbols, or processes. Understanding reparations as either rights or symbols is rife with problems when approached from an activist and feminist theoretical standpoint. As decisions about reparations programs are and should be determined by the political, social, economic, and cultural context, a blueprint for ‘a feminist reparations program’ is impractical and ill-advised. However, the strongest feminist approach to reparations would depart from an understanding of reparations as a process.
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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 | 0.010 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.007 | 0.072 |
| Scholarly communication | 0.011 | 0.022 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.006 | 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".