Development and Application Advances of Cloud Seeding Instruments
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 history of weather modification activities lasted for nearly 70 years,with lots of development occurring in the seeding instruments and techniques,integrated air and ground operations system has formed. Countries such as USA,Canada,Australia,Israel,South Africa and Thailand mainly employ aircrafts and ground generators for weather modification. Countries such as Russia,China and Bulgaria carry out weather modification using aircrafts,ground generators as well as rockets or artilleries. Remarkable development and advancement achieved in seeding instruments technologies along with making use of high- powered aircraft,improvement of seeding technique and betterment of agents formulations. The paper separately introduced the development and application of aircrafts and onboard seeding equipment,rockets or artilleries,ground generators and common seeding agents at home and abroad,and their developing direction was discussed as well.
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 | 0.001 | 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