THE SHAMASH GATE, NINEVEH: A WINDOW INTO TWO EPISODES OF INSTABILITY
Bibliographic record
Abstract
Abstract The Shamash Gate of Nineveh is one of the major gates that leads into the city from the east. Archaeological work at the gate has been on hold since the early 1970s, when the Iraqi State Board of Antiquities and Heritage embarked on excavations and reconstruction of the gate. A preliminary investigation of the Shamash Gate in 2020 by the Iraqi–Italian Nineveh Expedition (NINEV_E), under the directorship of Nicolò Marchetti, revealed both the considerable extent of the damage and destruction wreaked on this important and historic landmark of ancient Nineveh and Mosul during the period of ISIS control and the urgent need to stabilise the surviving remains of the gate. This investigation also confirmed that the core of the gate complex remains intact and would benefit greatly from a carefully planned and judiciously implemented research program. In this paper we provide a summary report on three seasons of work at the Shamash Gate, including mapping, stabilising, and excavation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.006 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".