The art of expenditure: the court of Paola Malatesta Gonzaga in fifteenth‐century Mantua
Why this work is in the frame
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Bibliographic record
Abstract
The paper draws on four surviving account books to examine the way a female court functioned during the first quarter of the fifteenth century. The documents, which have never received detailed attention, record Paola Malatesta Gonzaga's income and expenditure over an almost twenty‐year period, revealing her close attention to her land, estates, and the welfare of her famiglia. They also provide considerable new information for Paola's important, and now almost entirely lost, patronage of religious institutions in Mantua. From her previous historiographic role as the wife of Mantua's first marquis, Gianfrancesco Gonzaga, or as the mother of Ludovico and Cecilia Gonzaga, Paola emerges as an energetic, ambitious and culturally sensitive figure whose biography deserves re‐examination.
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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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it