The empress and the humanist: profit and politics in the correspondence of Anne of Świdnica and Petrarch
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article presents a reassessment of Anne of Świdnica (1339–62), Holy Roman Empress and queen of Bohemia, based on a reading of Petrarch's De laudibus feminarum. By reinterpreting their correspondence as an act of gift-giving within a framework of court patronage, it makes a case for her calculated effort to benefit her public image by corresponding with Petrarch, while he, in turn, benefited by representing himself as an intimate of the imperial family. It also situates his letter within the context of the ongoing political exchanges between Petrarch and the Prague court, and suggests that he sought to harness Anne's influence for his political agenda. What emerges is a new vision of Anne, one with greater learning and agency.
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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 | 0.001 | 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 | 0.002 |
| 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