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
As uprisings and protests swept across the Arab world, some regimes collapsed, while others continue to confront sporadic but persistent street protests. The latter face the challenge of daily governance and the need to respond to the popular grievances that drive these protests. Under such conditions, leaders have an opportunity to undertake extensive reforms in response to societal grievances. Jordan's governance of scarce domestic water resources is a case in point. Jordan has experienced periodic but persistent protests; people are dissatisfied with corruption, opaque governance, poor economic conditions, and inadequate public services—including insufficient household water. The Ministry of Water and Irrigation can use this domestic discontent to empower itself to improve its governance of scarce water resources. Poor implementation of existing water laws has contributed to numerous small- and large-scale thefts from the municipal water system, while ineffectively targeted subsidies contribute to the ...
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 | 0.000 |
| 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 | 0.001 |
| 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