Bibliographic record
Abstract
Caroline Austen wrote in 1867 that her aunt Jane, at the end of her life, had discouraged her from writing until she was 16, and had said that she herself wished that she had waited until she was older. She advised Caroline to spend her teenage years reading, rather than writing (“My Aunt Jane Austen”, Memoir ed. Kathryn Sutherland, 174). It is likely that Volumes the First, the Second and the Third of her teenage writings date from between 1787 and 1793, the years when Austen was aged between eleven and fifteen (Teenage Writings, ed. Kathryn Sutherland).
 Caroline was twelve when Austen died in 1817. Austen did not destroy the volumes and they were inherited by Cassandra who bequeathed them in turn to various male relatives, including Caroline’s brother James Edward, who received Volume the Third. These works are now admired for their vivacious audacity, and the idea that Austen wished that she had not written these brilliant and outrageous fragments is unsettling to the twenty-first century reader. We value them for many reasons: for the evidence of Austen’s experiments with contemporary literary forms, for the insight they provide into the teenage Austen’s attitudes and tastes, and for their sheer hilarity. We can also see, in the juvenilia, the mature Austen learning her craft. However, it is possible that she might, in later life, have looked back on the flagrant amorality of stories like “Jack and Alice” and “The Beautifull Cassandra” with mixed feelings, particularly, perhaps, as she faced her imminent death.
 In this paper I will suggest some reasons for her advice to her niece, in the context of writing advice she gave to her other young relatives and various circumstances of her later life.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".