The New Swedish Cyprus Expedition. Excavations at Hala Sultan Tekke (The Söderberg Expedition)
Bibliographic record
Abstract
In the seventh season at the Bronze Age city of Hala Sultan Tekke excavations continued in City Quarter 1 (CQ1) where georadar indicated stone structures to the south of the area excavated in 2010–2012. Massive domestic structures, which belong to three phases of occupation (Strata 1–3), were exposed. Both the most recent Stratum 1, and Stratum 2 were destroyed in a conflagration. The three phases are preliminarily dated to the 13th and 12th centuries BC. Excavations were also carried out in Area A, roughly 600 m to the south-east of CQ1. Seven circular anomalies indicated by our geomagnetic survey were excavated. Two were pits of modern date, and three were identified as Late Cypriot wells. Another anomaly turned out to represent a rich Late Cypriot offering pit with figurines and more than 60 ceramic vessels. Amongst the Mycenaean vessels are several “chariot kraters” and a large vessel with the oversized image of a female robed in a splendidly adorned Minoan-style dress. The remaining anomaly probably represents a tomb of a very wealthy family so far containing, inter alia, 80 locally produced and imported vessels, gold jewellery, weapons, scarabs, and seals. The material in the offering pit and the tomb reflects far-reaching intercultural connections in the period from the 16th to the 13th centuries BC.
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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 | 0.000 | 0.000 |
| 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 | 0.002 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.026 | 0.008 |
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".