The New Swedish Cyprus Expedition 2018: Excavations at Hala Sultan Tekke (The Söderberg Expedition)
Bibliographic record
Abstract
During the ninth field season at the Late Bronze Age city of Hala Sultan Tekke, excavations in City Quarter 1 (CQ1) continued and brought to light industrial and domestic structures belonging to three phases of occupation (Strata 3–1) dating to the 13th and 12th centuries BC (LC IIC–IIIA). Finds of more than half a ton of copper slag together with remains of furnaces and tuyères indicate intensive urban copper production. There is also evidence of textile production in CQ1. A magnetometer survey of roughly 23 ha resulted in the discovery of another large city quarter (CQ4) between CQ1 and Area A (the cemetery) with regularly arranged stone-built compounds of imposing dimensions intersected by streets. Several massive walls are faced with ashlar slabs which distinguishes this quarter from the industrial and domestic CQ1–3. A bathroom built of ashlar blocks with an advanced hydrological layout was exposed in CQ4 (Stratum 1, LC IIIA) together with a storage area for large vessels. Another rich tomb (Tomb RR) was excavated in Area A. It contained multi-burials together with tomb gifts from numerous Eastern Mediterranean cultures. One of the finds from Tomb RR is a complete large Mycenaean krater depicting two chariots drawn by two pairs of horses and 13 individuals, several of them with swords.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".