Reimagining urban success: rhythms of activity at Gabii, 800 BC–AD 600
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 ancient city of Gabii—an Italian polity of the first millennium BC and a peer to early Rome—has often been presented as an example of urban decline, a counterpoint to Rome's rise from a collection of hilltop huts to a Mediterranean hegemon. Here the authors draw on the results from recent excavations at Gabii that challenge such simplistic models of urban history. Diachronic evidence documenting activity at the site over the course of 1400 years highlights shifting values and rhythms materialised in the maintenance, transformation and abandonment of different urban components. This complex picture of adaptation and resilience provides a model of ancient urbanism that calls into question outdated narratives of urban success and failure.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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