Oikonomopoulos, Charalampos. <i>Vallianos Brothers, the magnates</i>. 2020.pdf
Bibliographic record
Abstract
Magnates and national benefactors Vallianos brothers financed the construction of the Greek National Library building all by themselves at the end of 19th century. They were succesful Sea of Azov region based merchants.This study is written entirely in Greek. It combines research and analysis of primary and bibliographic sources and follows the "three dimensions (time, place, manner) method", originally developed by the supervising professor, Matoula Sideri-Tomara, who also taught at the Panteion University course about Greek national benefactors.The aim of the study was to correlate decisions of the Vallianos brothers with their unique role as wealthy national benefactors within the turbulent and special historical circumstances of the last quarter of the nineteenth century, in order to analyse and highlight the complex and idiosyncratic political, social and cultural role of that era's magnates, who were isnpired by both Enlightment and Romanticism.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.074 | 0.023 |
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".