Correlating street network and urban blocks in the city centre of Tripoli
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
The study analyses the urban form of central Tripoli, Libya, comparing three cases of different morphological periods: Old Town (pre-modern), Italian Quarter (colonial) and Garden City (early-modern). Two sets of descriptive indices, which relate to street network and the block structure, are applied to quantitatively measure the urban fabric of the three selected cases, and explore their distinct characters as well as common traits. Findings show that the Old Town combines good privacy at the very local level, due to the large amount of cul-de-sacs in the service street network, with high interconnectedness both within the case and between it and its immediate surroundings. This appears to be correlated to the Old Town’s high street density. Moreover, we suggest that despite visible dissimilarities at the service street and plot level, the Old Town and the Italian Quarter share the same main structure, which the Garden City does not: in that sense, the Garden City is found to represent a major departure from the morphological norms historically established since the dawn of the pre-modern age, and arguably since the ancient Roman domination.
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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 | 0.000 | 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 | 0.001 | 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