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
The image we have of refugees is one of displacement – from their homes, families and countries – and yet, refugee settlement is increasingly becoming an experience of living simultaneously in places both proximate and distant, as people navigate and transcend international borders in numerous and novel ways. At the same time, border regimes remain central in defining the possibilities and constraints of meaningful settlement. This book examines the implications of ‘belonging’ in numerous places as increased mobilities and digital access create new global connectedness in uneven and unexpected ways. Belonging and Transnational Refugee Settlement positions refugee settlement as an ongoing transnational experience and identifies the importance of multiple belongings through several case studies based on original research in Australia and New Zealand, as well as at sites in the US, Canada and the UK. Demonstrating the interplay between everyday and extraordinary experiences and broadening the dominant refugee discourses, this book critiques the notion that meaningful settlement necessarily occurs in ‘local’ places. The author focuses on the extraordinary events of trauma and disasters alongside the everyday lives of refugees undertaking settlement, to provide a conceptual framework that embraces and honours the complexities of working with the ‘trauma story’ and identifies approaches to see beyond it. This book will appeal to those with an interest in migration and diaspora studies, human geography and sociology.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.005 | 0.012 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.340 | 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