Bibliographic record
Abstract
Today the people in India are in a mood which comes rarely in the life of a country. They are looking forward starry eyed, to a new direction, a new era, a life. It is time not merely for a new budget or a new licensing policy or a new price structure. It is the moment for shaping and moulding a new society, for giving a new and clear orientation to the nation. The constitution is not a structure of fossils like a coral reef and is not intended merely to enable politicians to play their unending game of power. When a republic comes to birth, it is the leaders who produce the institutions. Later, it is the institutions which produce the leaders. In India’s case the established structures failed to give desired results. If the system of Parliamentary democracy had been worked in conformity with the objectives for which it has been established and the obligations and codes of conduct it imposes on politicians, political parties and their mutual relations, it would have constituted a most heart warming feature in finding a way out of the morass and confusion in which we are finding ourselves as a nation. In the words of T.S. Eliot, ‘we had the experience, but we missed the meaning’. We the Indians, know it well that our democratic institutions have not been worked in that manner. Our electorate is largely illiterate and not in a position to take an objective or critical view of the promises and performances of different political parties.
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.012 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 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".