Street networks and street- 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 results of an analysis of the urban form of central Tripoli, Libya are presented. Three cases from different morphological periods are compared: the Old Town (pre- modern), the Italian Quarter (colonial) and the Garden Suburb (early- Modernist). Two sets of descriptive indices that relate to street network and street- block structure are applied to measure quantitatively the urban fabric of the three selected cases and explore their distinct characteristics as well as common traits. The Old Town combines good privacy at the very local level due to the large number of culs- de- sac in the service street network: there is high interconnectedness both within the area and between it and its immediate surroundings. This appears to be related to the Old Town’s high street density. Despite visible dissimilarities at the service street and plot level, the Old Town and the Italian Quarter share the same higher level structure, which the Garden Suburb does not. The Garden Suburb is a major departure from the morphological characteristics of the two earlier periods, and, arguably, their Ancient Roman precursors.
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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 | 0.000 | 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