Evolution of the sectoral system of innovation of India's aeronautical industry
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
India is one among the few developing countries that have sought to establish an aerospace industry. The industry has two components, namely aeronautical and astronautical. Historically speaking, India has focused much more on the astronautical part of the industry. However, in the present paper, the emphasis is on understanding the aeronautical part of the aerospace industry. We first map out the sectoral system of innovation of this industry, which is actually located as a cluster in the south Indian city of Bangalore. The paper identifies the three building blocks of the sectoral system: lead actors, knowledge or technology domain, and the demand. Changes in each of these blocks over time are discussed. The study concluded with a comparison of the performance of the sector in terms of exports and competitiveness and also delves on the policy instruments that are required for placing the industry on a sure flight path.
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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) | 0.000 | 0.000 |
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