New contribution to studying fresco of Holy Virgin Milkprofferer in Pec
Bibliographic record
Abstract
In the church dedicated to Holy Virgin Odigitria in the Patriarchate of Pec, the foundation of Archepiscope Danilo II, among several images of Virgin Mary the greatest attention of the researchers was attracted by Holy Virgin the Milkprofferer (Nurturer). Mother of God was painted on the southern wall of the narthex, sitting in the throne with the child Christ suckling in her lap. On the left and right side two angels are represented, showing their respect. To the right, three young women or girls approach, greeting her with their arms outstretched. The fresco was painted about 1330. Close links between the theological ideas expressed in the Akathist service (praise to Holy Virgin Odigitria) and the fresco of Holy Virgin the Milkprofferer are evident. Those ideas found their expression also in the fresco of Holy Virgin the Milkprofferer in the monastery Matejci near Kumanovo, painted a quarter of a century later.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".