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 dissertation is concerned with the multiple ways in which formal and substantive citizenship are regulated among migrants with disabilities and non-migrants with intellectual disabilities. The focus of this analysis is twofold and is centred on medicalized assessment practices supported by government agencies at the federal and provincial level. These are Immigration, Refugees and Citizenship Canada (IRCC) and Ontarios Ministry of Community and Social Services (MCSS). A multi-layered and historically informed analysis that reads first-person interviews alongside legislative and policy developments situates lived experiences with assessment regimes within a broader theoretical discussion of displacement. First, access to developmental services among adults with intellectual disabilities in Ontario is addressed, with a special focus on the MCSS Passport Program and Ontarios implementation of the Supports Intensity Scale. Immigration medical testing and particularly the IRCCs medical inadmissibility criteria are then considered in detail. While careful attention is given to the unique ways in which immigration medical testing and developmental services assessments are experienced, these examples are treated through an integrated analysis that draws upon the inter-related concepts of (in)capacity and (under)development. \nThe framework forwarded in this study suggests that hierarchical understandings of (in)capacity and (under)development organize opportunities for belonging in translocal and transnational contexts, impacting migrants with disabilities and non-migrants with intellectual disabilities. A governmentality of (in)capacity that emphasizes the intersectional potential of intellectual disability is proposed as a means of exploring decision-making within and across these contexts. To account for the similarities as well as the differences between various modes of exclusion, this study also builds upon previous work in critical migration and critical disability studies, contributing to the development of a displacement framework that encompasses spatial and subjective dimensions of translocal and transnational disability experiences. Through this framework, lived experiences with Canadian immigration practices and Ontario developmental services are analyzed to reveal how diverse and deeply marginalized but by no means mutually exclusive communities can be placed at risk of displacement.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 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