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
This Article situates contemporary shifts in citizenship law within a story of the relationship of globalization and illegal migration. The central argument is that citizenship as a formal legal status is enjoying a resurgence of authority at present. This mirrors the paradoxical nature of globalization itself: along the vector of citizenship, both inclusions and exclusions are increasing at present. As states are increasingly unable to assert exclusive power in a range of policy domains, immigration and citizenship law are transformed into a last bastion of sovereignty. Many shifts in citizenship law are explained through an understanding of how migration law and citizenship law work in tandem to form the border of the national community. Recent changes in citizenship law respond to two trends: a crackdown on extra-legal migration and a desire to reassert authority over diasporic populations. While the focus of the Article is on citizenship as a formal legal status, the importance of amnesty programs for extra-legal migrants demonstrates that ultimately the bifurcation of formal and substantive citizenship is untenable.
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 | 0.001 | 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 | 0.000 | 0.039 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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