The Reconstruction of Downtown Beirut in the Context of Political Geography
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
Downtown Beirut was partly destroyed in the Lebanese civil war from 1975 to 1990. The “green line,” the demarcation line between Christian East and Muslim West Beirut, runs right through downtown. After the end of the war about 80% of the buildings in the downtown area were quickly demolished to make room for a new (post-)modern reconstruction. Naturally, this creation of a tabula rasa in the city centre of Beirut was strongly criticized by the former tenants and owners, as well as by architects, city planners, and academics. Several interest groups were formed and tried to influence the further planning of Beirut's downtown. Finally, however, the main initiator and driving force behind the process of reconstruction, the Lebanese businessman and later prime minister, Rafiq al-Hariri, was able to gain acceptance and to establish a monopoly over decisions. The following article investigates from a political-geographical point of view the role of the different participants in the conflict surrounding Beirut'...
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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 | 0.000 | 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