Indian Economy@75: Achievements, Gaps and Aspirations for the Indian Centenary
Bibliographic record
Abstract
One of the largest and richest economies of the world in much of the human history, India emerged from the colonial rule in 1947, as one of the poorest countries. Much has been achieved over the past 75 years in both economic and social terms. However, many challenges remain that need to be addressed over the next quarter century. In this essay, an overview of the key achievements and the gaps in India’s socio-economic development is presented, in the context ‘Azadi ka Amrit Mahotsav’, celebrating India’s 75th year of Independence. It also summarises aspirations for the Indian Centenary that will be celebrated in 2047 and a vision of India’s global leadership, not only in economic terms but also in terms of prosperity that is more inclusive, more sustainable and more resilient to enable her to celebrate the Centenary with a greater sense of national pride, achievement and fulfilment, becoming a role model for the developing world! JEL Codes: O53, O14, O11, O12
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.016 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".