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
It is widely accepted that corporations have economic, legal, and even social roles. Yet the political role of corporations has yet to be fully appreciated. Corporations and Citizenship serves as a corrective by employing the concept of citizenship in order to make sense of the political dimensions of corporations. Citizenship offers a way of thinking about roles and responsibilities among members of polities and between these members and their governing institutions. Crane, Matten and Moon provide a rich and multi-faceted picture that explores three relations of citizenship – corporations as citizens, corporations as governors of citizenship, and corporations as arenas of citizenship for stakeholders – as well as three contemporary reconfigurations of citizenship – cultural (identity-based), ecological, and cosmopolitan citizenship. The book revolutionizes not only our understanding of corporations but also of citizenship as a principle of allocating power and responsibility in a political community.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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