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 book argues that the international refugee regime and its ‘temporary’ humanitarian interventions have failed. Most refugees across the global live in ‘protracted’ conditions that extend from years to decades, without legal status that allows them to work and establish a home. It is contended that they become largely invisible to people based in the global North, and cease to remain fully human subjects with access to their political lives. Shifting the conversation away from the salient discourse of ‘solutions’ and technical fixes within state-centric international relations, the authors recover the subjectivity lost for those stuck in extended exile. The book first argues that humanitarian assistance to refugees remains vital to people’s survival, even after the emergency phase is over. It then connects asylum politics in the global North with the intransigence of extended exile in the global South. By placing the urgent crises of protracted exile within a broader constellation of power relations, both historical and geographical, the authors present research and empirical findings gleaned from refugees in Iran, Kenya and Canada and from humanitarian and government workers. Each chapter reveals patterns of power circulating through the ‘colonial present’, Cold War legacies, and the global ‘war on terror". Seeking to render legible the more quotidian struggles and livelihoods of people who find themselves defined as refugees, this book will be of great interest to international humanitarian agencies, as well as migration and refugee researchers, including scholars in refugee studies and human displacement, human security, globalization, immigration, and human rights.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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 it