A new bath complex in Late Roman Dyrrachium (Albania)
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
Abstract This note considers a Late Roman bath building recently discovered in Durrës, Albania (ancient Dyrrachium), near the presumed Roman city center. This discovery is particularly interesting given our limited knowledge of the urban layout and of bathhouses during this important phase of the city. Despite the limited scope of the excavations, the layout of the complex, as well as certain architectural characteristics, suggests the use of design principles based on Imperial baths. The exclusive use of bricks is significant for this area in Late Antiquity. The imposing monumentality of the structures is comparable to baths in cities with Imperial authority. In the absence of stratified layers linked to this structure, moldmade marks on the bricks and decorative features from the marble facing provide a chronological window between the last quarter of the 4th c. and around the middle of the 5th c. CE for its construction.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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