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
"Boiotia was - next to Athens and Sparta - one of the most important regions of ancient Greece. Albert Schachter, a leading expert on the region, has for many decades pioneered and fostered the exploration of it and its people through his research. His seminal publications have covered all aspects of its history, institutions, cults, and literature from late Mycenaean times to the Roman Empire, revealing a mastery of the epigraphic evidence, archaeological data, and the literary tradition. This volume conveniently brings together twenty-three papers (two previously unpublished, others revised and updated) which display a compelling intellectual coherence and a narrative style refreshingly immune to jargon. All major topics of Boiotian history from early Greece to Roman times are touched upon, and the book can be read as a history of Boiotia, in pieces"..."'The present Boiotoi' - wrote Thucydides - 'in the sixtieth year after the capture of Ilion, were evicted from Arne by the Thessalians, and settled in what is now called Boiotia, but was formerly named the Kadmeian land: there was, besides, a group of them who were in this land earlier, some of whom had gone to war against Ilion'. Thucydides's statement has had an inordinate effect on the way historians have looked at Boiotia and the Boiotians. Consciously or not it is accepted that Boiotian history began only with the arrival of the Boiotoi. This is said to have happened around 1150 or 1100 BC. The Bronze Age population is conveniently disposed of by the assumption - often unspoken - that they were driven out, or killed, or caused to waste away and disappear from the face of the earth"...
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 | 0.000 | 0.001 |
| 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) | 0.002 | 0.001 |
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