Agricultural Scientists of Indian Origin and the Tri‐Societies
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 congruence of ideas, policies, and programs led to a vibrant collaboration between the U.S. and Indian agricultural scientists and, inevitably, to an increasing number of agricultural scientists of Indian origin (SIO) being involved in the activities of the Tri-Societies. A landmark in the linkage between SIOs and the Tri-Societies was the formation in 1980 during the Tri-Societies' meetings at Detroit of the American Association of Asian Agricultural Scientists. The name of the Association was changed to Association of Agricultural Scientists of Indian Origin to reflect more specifically its composition. Scientists of Indian origin have made significant and lasting contributions to the missions and programs of the Tri-Societies and the Agronomic Science Foundation in furthering the scientific pursuits in agriculture and natural resources at various local and national levels in the USA, India, and globally.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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