Exile, Deception and Magic Revelation: A Thematic Exploration of Shakespeare’s Pastorals of Love
Bibliographic record
Abstract
Though the theme of love by no means gains the very popularity among Shakespeare’s works, he does not simply relate a story of romance, the affection between male or female, but entirely every aspect of human love (the parental love, the brotherly love, the sisterly love as well as the friendly love). That is, love does exactly have been dissected into a multilayered pyramid in his hands. Exemplified in As You Like It , The Tempest , The Winter’s Tale , Shakespeare takes exile as a kind of precondition, getting the heroes and heroines out of the court into the forest, island and countryside with a disguised appearance and identity which performs as some means of deception, more or less casting magic as the promotive power in order to explore the extensive knowledge of love. In doing so, love then is endowed not only a purified but also a unified function and finally becomes the symbol of harmony.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.018 | 0.047 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".