A Diaspora Strategy for Canada?Enriching Debate through Heightening Awareness of International Practice. Project Paper SeriesNo. 11-1
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
Over the past decade a growing number of countries have become interested in revisiting, refreshing and rebuilding relations with their overseas populations. A new field of public policy, referred to as diaspora strategy, has emerged. A diaspora strategy is an explicit policy initiative or series of policy initiatives enacted by a sending state, or its peoples, aimed at fortifying and developing relationships with expatriate communities, diasporic populations, and foreign constituencies who share a special affinity. Notwithstanding their obvious differences, many countries are seeing merit in sharing experiences and through joint ‘policy transfer’ workshops, seminars, publications, toolkit manuals, and conferences are participating in an important global dialogue on international best practice with respect to the design and implementation of diaspora strategies.
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 | 0.001 | 0.001 |
| 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 | 0.002 |
| 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