Style, the Muscle of the Soul. Theories on Reading and Writing in Petrarch's Texts
Bibliographic record
Abstract
With his deep passion for the Roman poets and historians and with his effort to transform the cultural agenda through a revival of Antiquity, Petrarch inaugurated new reading and writing practices that would influence and dominate future generations for centuries. Celebrated as the "father of humanism," he articulated a modern conception of authorship and a new understanding of self. However, a close reading of Petrarch's writings reveals from time to time a radical scepticism towards the assumptions underlying the hermeneutics of the humanists. The experience of historicity and of the radical instability of the world challenged the notion of a centred and coherent self. In other words: at the same time that he maintained the connection between authorship and identity Petrarch seemed to formulate as well a deep distrust of the concept of author itself.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.005 | 0.031 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".