Resinicization and Digital Citizenship in Hong Kong: Youth, Cyberspace, and Claims-Making
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
Under the “one country, two systems” model fashioned after its handover to China in 1997, Hong Kong, a Special Administrative Region of China, is to retain its rule of law, capitalist system, and accompanying political and ideological independence. However, tensions remain centered on concerns held by many Hong Kong citizens over the “resinicization” of Hong Kong, related to anxieties regarding the putative erosion of political and ideological freedoms. This paper examines the claims-making of the student activist group Scholarism, who effectively used Facebook to raise awareness of and successfully resist a government proposal to introduce a national education curriculum into Hong Kong schools. Scholarism’s resistance and ability to mobilize mass demonstrations against the government is significant considering the lack of democratic channels in Hong Kong. Implications are explored for the examination of how claims-making in cyberspace impacts the social problems process, especially in non-democratic and post-colonial contexts.
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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 | 0.003 | 0.005 |
| 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 | 0.002 |
| 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