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
Working on an edited volume takes time, usually more than anticipated.Over this time, we have accumulated a growing list of people and institutions whose support and contributions deserve thanks and recognition.We would like to do that by identifying several of the intersecting collaborations upon which this volume builds.One collaboration involves a working group we eventually named the Research Alliance on Precarious Status (RAPS).RAPS was envisaged as a space where faculty, students, researchers in community and service-delivery organizations, union organizers, and community activists could meet regularly to discuss various kinds of work in progress on the general topic of precarious status and migrant illegality in Canada.The chapters assembled here were developed in the context of the working group's meetings, which began in September 2008 and continued every six to eight weeks, over the course of two years.a second collaboration involves conceptualizing the concept of precarious status, which was presented in an article by Luin Goldring, carolina berinstein, and Judith bernhard published in Citizenship Studies in 2009.Recognizing the specificity of the institutional production of precarious status in canada, raPs sought to develop empirical studies informed by discussions of citizenship, non-citizenship, temporary migration policies, migrant illegality, and social movements.The forum offered a stimulating space for lively and supportive dialogue on these issues.Over the period that we met, we exchanged valuable feedback;
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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