Mnogoobrazie stilej monumental'noj zivopisi severnyh oblastej Мakedonii v pervoj cetverti XVII v.
Why this work is in the frame
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Bibliographic record
Abstract
The paper examines the frescoes in the churches of the Kumanovo area in today?s North Macedonia in the first quarter of the seventeenth century. At that time, several workshops operated in this region, and they belonged to one of two traditions: one group was influenced by contemporaneous Serbian art and the other by the painters of Kastoria. In their painting styles, these monuments fall into one of three groups: churches frescoed by Kastorian ateliers, those painted by artists who pursued the ?patriarchal? style, and those decorated by local zographoi. There had been no mutual influence between these traditions, suggesting the complexity of the interactions between old and new artistic ties, which emerged after the incorporation of the Metropolis of Skopje into the restored Patriarchate of Pec.
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.004 |
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