Bibliographic record
Abstract
“ The Spectator,” July 19, 1913 S ir R oper L ethbridge says that his object in writing the book which he has recently published ( The Indian Offer of Imperial Preference ) is to provoke discussion, but “not to lay down any dogma.” It is related that a certain clergyman, after he had preached a sermon, said to Lord Melbourne, who had been one of his congregation, “I tried not to be tedious,” to which Lord Melbourne replied, “You were.” Sir Roper Lethbridge may have tried not to dogmatise, but his efforts in this direction have certainly not been crowned with success. On the contrary, although dealing with a subject which bristles with points of a highly controversial nature, he states his conclusions with an assurance which is little short of oracular. Heedless of the woful fate which has attended many of the fiscal seers who have preceded him, he does not hesitate to pronounce the most confident prophecies upon a subject as to which experience has proved that prophecy is eminently hazardous, viz. the economic effect likely to be produced by drastic changes in the fiscal system. Moreover, his pages are disfigured by a good deal of commonplace invective about “the shibboleths of an obsolete Cobdenism,” the “worship of the fetish of Cobdenism,” and “the bigotry of the Cobden Club,” as to whom the stale fallacy is repeated that they “consider the well-being of the ‘poor foreigner’ ” rather than “our own commercial interests.” Language of this sort can only serve to irritate.
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 | 0.002 |
| Science and technology studies | 0.012 | 0.008 |
| Scholarly communication | 0.013 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.006 | 0.009 |
| Insufficient payload (model declined to judge) | 0.014 | 0.001 |
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".