The network origin of Thailand’s youth movement
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
Thailand appeared to be under a tide of youthful revolutionary change. In 2020, in a rare moment in Thai history, university and secondary school students, particularly female and LGBTQ + schoolchildren, took the lead in national protests against an autocratic government. It was a period during which the seemingly impossible, such as the reform of Thailand’s royal institutions, appeared possible. What were the historical origins of the country’s revolutionary youth movement? This article argues that the Thai youth movement emerged from youth activist networks fostered by post-coup political entrepreneurs. It describes the foundational moments of these networks and analyses their inside brokerage processes, i.e. how these political entrepreneurs cultivated friendships and ties among segregated young activists by creating unique spaces – campsites and activist houses. These underground spaces allowed activists to connect, learn, brainstorm, organize mobilization, and build cross-issue and cross-regional activist ties under an autocratic regime.
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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 | 0.001 | 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