Water management in the Bronze Age: Greece and Anatolia
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
While the water management systems of Minoan Crete are legendary, water management on the Greek mainland in the Mycenaean period also shows a high degree of technological sophistication. Projects considered in this paper include the draining of the Kopais Lake, generally agreed to be one of the greatest engineering achievements of early antiquity; the cistern at Mycenae with its corbelled access tunnel cut deep into the bedrock of the citadel; the twin springs at Tiryns, with their underground passageways approached through the massive ‘cyclopean’ walls; and the North Fountain on the Mycenaean Acropolis of Athens. These Mycenaean systems are compared with the remarkable underground water supply system at Troy uncovered by the recent excavations led by Manfred Korfmann, a structure which may date to the beginning of the 3rd millennium and which appears to be invoked among the deities of Wilusa (Troy) in the early-13th century treaty between Muwattalli II of Hatti and Alaksandu of Wilusa (and which may be a precursor of the famous Persian qanats).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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