Interrogating the “Complementarity” of Complementary Pathways: A Transnational Evaluation of Policy, Practice and Sustainability
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
Abstract The rise of “complementary pathways” poses challenges to international refugee protection. This Special Issue consists of seven original and interdisciplinary articles based on empirical research, which examine the legal, normative, and practical implications of attempts to broaden protection to incorporate “complementary pathways” in responding to the global challenge of increasing numbers of people in need of international protection. The articles provide legal, normative, and policy perspectives on domestic, regional, and international law and practice. They cover programmes in Australia, Canada, Ireland, New Zealand, Spain, and the United Kingdom, as well as European policies. They present refugee sponsorship programmes as a potentially “sustainable” complementary pathway, with opportunities to create “sustainable communities” of sponsors to complement state refugee resettlement schemes. However, the picture is not the same for other complementary pathways, which risk reinforcing a tiered system of refugee rights and excluding those most in need. The contributors to this Special Issue highlight that more safeguards are needed to ensure that complementary pathways do not undermine or deprioritise the international protection needs of refugees. Collectively, this Special Issue offers fresh and compelling insights into the risks, potential, and realities associated with the expansion of complementary pathways.
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 | 0.013 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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