Urban Architecture in Ancient Berytus: An Architectural and Geospatial Analysis of Martyr’s Square
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
This dissertation examines the urban architecture and development of Roman Berytus through geospatial reconstruction and network analysis of previously excavated but largely unpublished archaeological sites in the Eastern Quarter near Martyr's Square. Analyzing documentation from four sites covering approximately 15,000 sqm, the study employs spatial and street network analyses to reconstruct the city's urban grid to reveal a complex urban plan where modest street-facing shops coexisted with luxurious courtyard houses and private baths. By reconstructing architecture and street networks from archival excavation data rather than fieldwork, this research addresses critical knowledge gaps about Berytus during the 1st and 6th centuries AD, while advocating for renewed attention to the city's shared cultural heritage.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.022 | 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