Bibliographic record
Abstract
Gandhi's vision of the relationship between the individual, the state and the world community is articulated in an interview he granted on 28 July 1946. [Ed.] Question: You have said in your article in the Harijan of July 15, under the caption ‘The Real Danger’ that Congressmen in general certainly do not know the kind of independence they want. Would you kindly give them a broad but comprehensive picture of the Independent India of your own conception? Answer: I do not know that I have not, from time to time, given my idea of Indian independence. Since, however, this question is part of a series, it is better to answer it even at the risk of repetition. Independence of India should mean independence of the whole of India, including what is called India of the States and the other foreign powers, French and Portuguese, who are there, I presume, by British sufferance. Independence must mean that of the people of India, not of those who are today ruling over them. The rulers should depend on the will of those who are under their heels. Thus, they have to be servants of the people, ready to do their will. Independence must begin at the bottom. Thus, every village will be a verity for my picture in which the last is equal to the first or, in other words, no one is to be the first and none the last.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".