Granary Philosophy——Philosophical Thinking on the Intelligence of Grain Storage Science and Technology
Bibliographic record
Abstract
The influence of science and technology on cognitive change has a long history, which lead to forming philosophy of science and philosophy of technology respectively. The development of grain storage technology in China has gone through three stages: the initial exploration before the reform and opening up, the construction of intellingence in the past 10 years modern granaries in 30 years after the reform and opening up, and the creation of digital. The scientific and technological progress of grain storage in China has been witnessed by all, including building a modern granary with "four in one" new grain storage technology, to forming the world's largest grain and food networking with information technology, original multi-field coupling and bio-field theory, and realizing the dynamic supervision of grain reserves with grain cloud image scanning technology. In the new era, the political and economic situations have not changed significantly in the past century, and the new requirements of China's second centenary goal for food security and the impact of the fourth industrial revolution have made the trend of food science and technology becoming more and more intelligent. Based on the accumulation of scientific and technological achievements in grain storage practice for more than 40 years in China, combined with the team's research on multi-field coupling and bio-field theory of grain storage, dynamic supervision of cloud image of grain reserves, 5T information management of natural block chain for grain storage, and intelligent EAT window measurement and control methods for grain drying, this paper attempted to take the basic idea of "one divides into two, two divides into three, and three generates changes" on the basis of deconstructing the micro and macro ternary microstructure of grain storage system. Taking the joint driving of mechanism and data as the intelligent strategy, the granary philosophy is introduced to improve the recognition of existing scientific and technological achievements. The granary philosophy also guided the exploration of grain storage technology in the new era, and provided support for building a high-quality intelligent food system. The granary philosophy is a deep reflection on the practical situation of grain storage, and has certain universality, which originates from grain storage practice, but is not limited to grain storage practice.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.025 |
| Scholarly communication | 0.006 | 0.013 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".