The Consequences of Some Angry Re-Tweets: Another Medium is the Message
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 Most research on the Gulf states focuses on oil and its impact on state power. The literature on rentier theory almost unanimously agrees that oil rents buy off citizens and lead to socio-political stagnation. Massive protests and government attempts to address citizen demands in Kuwait between 2011 and 2013 call into question that narrative. Since those protests, the Kuwaiti government has taken steps to increase its representation of public officials and accessibility in the public sphere, including by expanding the government's presence on Instagram. How have Kuwaiti citizens voiced their opinions to government accounts? And how has the government responded to online criticism? This essay looks at the pattern of interactions between the state and Kuwaiti citizens on Twitter and Instagram using a content analysis of government accounts. The findings raise questions about the validity of the payoff thesis and understandings of consent and acquiescence. My analysis illustrates that there is a public dialogue that moves beyond the rigid structure of state and society by which the literature has traditionally understood Gulf rentier societies.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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