Bibliographic record
Abstract
Caterina Sforza (b. 1462/63–d. 1509) was the daughter of Galeazzo Maria Sforza (b. 1444–d. 1476), duke of Milan (r. 1467–1476), and his mistress Lucrezia Landriani (b. 1440/45–d. 1507). In 1477, she married Girolamo Riario (b. 1443–d. 1488), nephew of Pope Sixtus IV and ruler of Imola since 1473. He gained possession of Forlì in 1480. Sforza bore at least eight children with Riario, six of whom survived infancy, and she became regent for her son Ottaviano (b. 1479–d. 1533) when Riario was assassinated in 1488. She survived several conspiracies against her rule of Imola and Forlì in the 1490s, and she was deposed only when Cesare Borgia (b. 1475/76–d. 1507) invaded the Romagna region in late 1499. Taken prisoner in early 1500, she was released in July 1501. Sforza moved to Florence, where she plotted to retake the family territories. Neither she nor the Riario family ever resumed power and she died after a long illness in 1509. She was buried in the Murate convent, where she had maintained a cell for spiritual retreat. Sforza’s political cunning and forceful rule fascinated many in early modern Italy, including Niccolò Machiavelli, who came to Forlì in 1499 to negotiate her son Ottaviano’s military contract with Florence. In The Prince, Machiavelli highlights Sforza’s use of fortresses for protection. His version of her actions after Riario’s assassination in 1488 did much to promote her reputation as a sexually bold and merciless ruler. By all accounts, when Sforza entered the Rocca di Ravaldino to facilitate its surrender to the rebels, she instead mounted the ramparts with the intention to rule and challenged her enemies to kill her children, who were hostages. According to Machiavelli, in the Discourses, she then lifted her skirts to reveal her genitals, a gesture meant to emphasize her claim that she could bear more children, who would eventually avenge Riario’s murder. This purported act is an exaggeration of her actions, but this version of the events remains influential as part of her legend. Sforza has often been cast as an exceptional woman not only because of her long regency, but also because of her sexual independence during her widowhood and regency. Without a husband or father to patrol her sexuality, Sforza inspired many rumors about possible sexual partners. During her widowhood, she did indeed maintain relationships with at least two men, whom she claimed after their deaths to have married. Giacomo Feo (b. 1470–d. 1495) achieved much power in her court and was assassinated. They had a son, Carlo (b. 1490–d. 1550s). The second, Giovanni di Pierfrancesco de’ Medici (b. 1467–d. 1498), of the cadet branch of the Florentine family, did not gain political power and died of natural causes. During her final years in Florence, Sforza won custody of their son, Giovanni (b. 1498–d. 1526). She then oversaw his education and estates, and he grew up to became a famous military commander in Italy, known as Giovanni dalle Bande Nere, and father of the future duke of Florence, Cosimo I de’ Medici (b. 1519–d. 1574). Sforza’s Medici connections augmented her fame after her death.
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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) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.424 | 0.182 |
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".