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
Ways of Belonging examines the experiences of undocumented young people who are excluded from K–12 schools in Canada and are rendered invisible to the education system. Canadian law doesn’t mention the existence of undocumented children, and thus their access to education rests on discretionary practices and is often denied altogether. This book brings the stories of undocumented young people vividly alive, putting them into conversation with the perspectives of the different actors in schools and courts who fail to include these young people. Drawing on long-term ethnographic fieldwork, Francesca Meloni shows how ambivalence shapes the lives of young people who are caught between the desire to belong and the impossibility of fully belonging. Meloni pays close attention to these young people’s struggles and hopes, showing us what it means to belong and to endure in contexts of social exclusion. Ways of Belonging reveals the opacities and failures of a system that excludes children from education and puts their lives in invisibility mode. An interview with the author (https://www.qmul.ac.uk/clpn/news-views/book-interviews/items/interview-with-francesca-meloni-about-her-book-ways-of-belonging-undocumented-youth-in-the-shadow-of-illegality.html)
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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