Bibliographic record
Abstract
Written on the day before his assassination, the following document is popularly known as Gandhi's ‘Last Will and Testament’. Watching the behaviour of India's political intelligentsia after independence Gandhi became convinced that they were more interested in making personal gains than in serving the people. It confirmed his fear, already expressed in Hind Swaraj , ch. IV, that home rule without swaraj would only mean the replacement of the British ‘tiger’ by the Indian ‘tiger’. To the last Gandhi believed that political, social and economic development could become a reality only when swaraj as political self-government was accompanied by swaraj as moral self-rule. Gandhi's last political message is that in a free society political parties must be inspired by the ideal that politics is a form of public service rather than a means of dominating fellow citizens. [Ed.] New Delhi January 29,1948 Though split into two, India having attained political independence through means devised by the Indian National Congress, the Congress in its present shape and form, i.e., as a propaganda vehicle and parliamentary machine, has outlived its use. India has still to attain social, moral and economic independence in terms of its seven hundred thousand villages as distinguished from its cities and towns. The struggle for the ascendancy of civil over military power is bound to take place in India's progress towards its democratic goal.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.032 | 0.015 |
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".