Last horizont of the house number 2 in Pistiros (architecture contrast with connections of finds)
Bibliographic record
Abstract
The subject of this work deals with descripriton of archeological research on emporion Pistiros, which lies close the Plovdiv in west side of Hornothrack lowland along the river Marici. His position had strategic meaning because it presented important join with Aegean sea. In ancient world the town was found by settlers from Thassos and worked as business station. The name of emporion we know because of the stone notice found not far off Roman road station. Archeological researches on this locality have been leading already a lot of years. Czech expedition researched mainly the house number 2., which is with its work structure similar to houses on other localities just like in Olynth or Priéné where we are able to look for parallels. Found material acknowledges not only business but either craft usage of the house. The discovery of large collection of coins which was saved below the floor of the building is prooving this fact. This all happened as a result of invasion of Kelts which has been guessed to cause the ruin of emporion.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.032 | 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".