Bibliographic record
Abstract
In Charles Dickens’ Hard Times, book 1, chapter 9, ‘Sissy’s Progress,’ Mr Gradgrind despairs at his young pupil’s intellectual attainments: ‘after eight weeks of induction into the elements of Political Economy, [Sissy] had only yesterday been set right by a prattler three feet high, for returning to the question, “What is the first principle of this science?” the absurd answer, “To do unto others as I would that they should do unto me”’. Though sufficiently obvious, most editors of the novel point out here the allusion to the Catechism of the Church of England in the Book of Common Prayer, based on Matthew 7:12. I am concerned with a further allusion contained within Gradgrind’s immediate response: ‘Mr Gradgrind observed, shaking his head, that all this was very bad; that it showed the necessity of infinite grinding at the mill of knowledge, as per system, schedule, blue book, report, and tabular statements A to Z; and that Jupe “must be kept to it”’.1 In Hard Times, Dickens not infrequently satirizes the materialist assumptions of Utilitarianism and laissez-faire economics via an ironic inversion of biblical injunctions, as when Gradgrind is described ‘writing in the room with the deadly-statistical clock, proving something no doubt – probably, in the main, that the Good Samaritan was a Bad Economist’.2 Similarly, the ‘infinite grinding at the mill of knowledge’ in Gradgrind’s model school serves as an ironic displacement of the ‘mill [or mills] of God’ or ‘of the gods’, with the phrase ‘tabular statements A to Z’, a possible mocking of the Alpha and Omega. This metaphor has a venerable pedigree in western culture. In addition to various classical sources, for example, the idea was translated into English by George Herbert as one of his Outlandish Proverbs: ‘Gods Mill grinds slow, but sure’.3
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.016 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.018 | 0.002 |
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".