Bibliographic record
Abstract
This lecture, entitled ‘Does economic progress clash with real progress?’, was delivered on 22 December 1916 to a meeting of the Muir Central College Economic Society, Allahabad. It contains Gandhi's basic ideas on economic development. Note its wide intellectual culture, quoting as it were in one breath the New Testament, Shakespeare and A. R. Wallace, the co-discoverer with Darwin of the principle of natural selection. [Ed.] When I accepted Mr. Kapildeva Malaviya's invitation to speak to you upon the subject of this evening, I was painfully conscious of my limitations. You are an economic society. You have chosen distinguished specialists for the subjects included in your syllabus for this year and the next. I seem to be the only speaker ill-fitted for the task set before him. Frankly and truly, I know very little of economics, as you naturally understand them. Only the other day, sitting at an evening meal, a civilian friend deluged me with a series of questions on my crankisms. As he proceeded in his cross-examination, I being a willing victim, he found no difficulty in discovering my gross ignorance of the matters I appeared to him to be handling with a cocksureness worthy only of a man who knows not that he knows not. To his horror and even indignation, I suppose, he found that I had not even read books on economics by such well-known authorities as Mill, Marshall, Adam Smith and a host of such other authors.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.009 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".