Bibliographic record
Abstract
In the theatre, some trades are like carpentry, their virtuosity more or less subsumed in the thing made: a lifetime of experience of things other than wood may lie in the joints and dowels, the grain and the glue, but it is the accommodation and proportion of the finished chair that the carpentry draws attention to. Other tasks are like the making of stained glass, which may be as devotional and also as practical, but which cannot but broadcast the flair of the design, the particular vision of the artist. If good acting starts as an example of the latter case, and at its very best approaches the inspired anonymity of the former, then directing and writing, safeguarding and requiring each other, are of the former. It is perhaps no accident that Arthur Miller has a passion for woodwork comparable to his energy as a playwright. The three jobs are certainly specialised, seeming to call for different profiles: it is rare to find two of the talents in the same person, leave alone three. We do not know if Shakespeare was a good actor, and there was no such thing as a director in his day; Molière's entrepreneurial skills (or at least his understanding of patronage) are beyond doubt, but it seems that his desire to be a tragedian was at odds with an inevitably comic stage persona, and so the writer in him had little competition. Chekhov delivered brilliant brief insights, usually in letters to his wife, into how his plays should be acted, but I think he would never have had the patience or forbearance to co-ordinate the traffic of a whole production, so those qualities were reserved for his writing instead: and history is silent on his acting potential. In the case of Harold Pinter, a big surprise arrives. He has dominated our dramatic landscape as a writer for over forty years; but he started life as a professional actor at the age of nineteen, and soon afterwards toured Ireland for five seasons in Anew McMaster's company, playing a repertoire of everything from the Greeks to Shakespeare to Agatha Christie.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.312 | 0.170 |
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".