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 multidisciplinary collection investigates the ways in which marriage and partner migration processes have become the object of state scrutiny, and the site of sustained political interventions in several states around the world. Covering cases as varied as the United States, Canada, Japan, Iran, France, Belgium or the Netherlands, among others, contributors reveal how marriage and partner migration have become battlegrounds for political participation, control, and exclusion. Which forms of attachments (towards the family, the nation, or specific individuals) have become framed as risks to be managed? How do such preoccupations translate into policies? With what consequences for those affected by them, in terms of rights and access to citizenship? The book answers these questions by analyzing the interplay between issues of security, citizenship and rights from the perspectives of migrants and policymakers, but also from actors who negotiate encounters with the state, such as lawyers, non-governmental organizations, and translators.
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 | 0.000 |
| 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