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
Lebanon, a multi-confessional state, is undergoing a deep socioeconomic change that could trigger a review of its constitutional arrangement. The tiny republic on the Mediterranean was born in 1920 as a liberal democracy with a market economy, where the Christians had the upper hand in politics and the economy. In 1975, Lebanon witnessed a major war that lasted for fifteen years, and a new political system emerged in 1989, dubbed the Ta’ef Accord. The new constitutional arrangement, also known as the “second republic,” transferred major powers to the Muslims. Under the new republic, illiberal policies were adopted in reconstruction, public finance, and monetary policy, coupled with unprecedented corruption at the highest levels. On 17 October 2019, the country exploded in a social revolution which could precipitate the death of the second republic or the demise of the country as another victim of predator neoliberalism.
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 | 0.000 | 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 | 0.000 |
| 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