Introduction: Understanding Global Refugee Policy
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
Researchers visiting the Headquarters of the UN High Commissioner for Refugees (UNHCR) in Geneva will frequently encounter discussions about efforts to develop ‘global refugee policy’. These efforts may relate to changes to existing UNHCR programmes, such as its approach to refugees in urban areas, or to new areas of activity, such as the organization’s response to displacement resulting from natural disasters. These efforts become ‘refugee policy’ when they result in a formal statement of a problem relating to protection, solutions or assistance for refugees or other populations of concern to the global refugee regime and a proposed course of action to respond to that problem. According to Soroos (1990: 318), this policy is ‘global’ when it takes the form of ‘either regulations that define the limits of permissible behavior for national governments and those under their jurisdiction or, alternatively, as programs administered by international agencies,’ such as UNHCR.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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