Unpublished glass findings from the eastern necropolis of Naissus (Jagodin Mala, Nis)
Bibliographic record
Abstract
In the period from 1952-1967, during the systematic archaeological excavations of the area of the eastern necropolis of Naissus, in the modern day city quarter of Jagodin Mala, in Nis, a large number of glass objects was found. A representative portion of the findings was published in various publications, while the other findings, which belong to the study collection of the National Museum in Nis, have not been the subject of any separate study. These are new kinds of findings, such as glass lamps, window panes and tesserae, and the collection also includes the familiar, standard repertoire of glass vessels of the Late Antiquity period. The findings come from the grave units, the cemetery basilica with its crypt, and the archaeological layers from the area of the necropolis in Jagodin Mala. Besides the typological-chronological, as well as the topographic analysis, the paper also presents a complete image of the glass objects from the area of the necropolis, used in the burial and liturgical practices of the population of Naissus in Late Antiquity.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".