Bentham for “beginners and amateurs” and ladies:<i>Handbook of the British flora</i>
Bibliographic record
Abstract
George Bentham's Handbook of the British flora (1859) had a mixed reception during its publishing history. From motivations that were both botanical and educational, Bentham aimed to write a “popular” book for “beginners and amateurs” rather than a textbook or a Flora for experts, but his book was caught in cross-currents of mid-Victorian science. While some botanists welcomed the accessibility of Bentham's book, others were more critical and dismissive. Because Bentham wrote as an expert, his product was subject to judgment from those who were preoccupied with technical issues and debates. This essay charts the genesis of Bentham's book and studies its reception at a time of considerable change in cultures of natural history. It probably was not possible for Bentham's book to satisfy several quite different contemporary agendas. Recent scholarship about book history, forms of science writing, and sharpening demarcations between “amateurs” and “professionals” can help explain why Bentham's Handbook of the British flora had a category problem.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.038 | 0.013 |
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".