Mapping the national web: Spaces, cultures and borders of diasporic mobilization in the digital age
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 National web is a series of interlinked online spaces, generated and visited by users who share a common national identity, language and/or an interest in a particular country. For diasporic communities living outside of their country of origin, national web is an entity that emerges through the production and circulation of culturally significant content and genres. A wealth of textual and visual data, produced in the process of mediated communication among diasporic actors, turn social media into a point of entry for mapping national webs. In this paper, we explore hyperlinking behaviours among Ukrainian Canadians to map geographic, linguistic and geopolitical boundaries of the Ukrainian national web. Shining light on the spaces and cultures of diasporic mobilization in the digital age, we identify distinct web spheres that mediate the Ukrainian Canadians’ relationship to their country of origin, demonstrating their elevated significance in the current geopolitical context.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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