Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The story of the forging of contemporary India, the world's largest democracy, is a rich and inspiring one. This volume analyses the challenges India has faced and the successes it has achieved over the last five decades, in the light of its colonial legacy and century-long struggle for freedom. In doing so, it shows how unique the Indian experience is in the Third World combining development with democracy and civil liberties. The book describes how against great odds the Constitution was framed by seeking the widest possible consensus, as also how the Nehruvian political and economic agenda and basics of foreign policy were evolved and developed. Essential to the quest for consolidation of the nation was the integration of the princely states, the linguistic reorganization of the states, the integration of the tribals into the mainstream and the countering of regional imbalances. Among the other contentious issues considered here, with all their implications for the present situation, are India's foreign policy, party politics in the Centre and the states, the Punjab problem, the growth of communalism, and anticaste politics and untouchability. There are detailed analyses of the Indian economy, including the reforms since 1991, the wide-ranging land reforms and the Green Revolution. These, along with the objective assessments of Jawaharlal Nehru, Indira Gandhi, Jayaprakash Narayan, Lal Bahadur Shastri, Rajiv Gandhi, Vishwanath Pratap Singh and Atal Behari Vajpayee constitute a remarkable overview of a nation on the move.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it