Intelligent Information Technologies in Fruit 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
Click to increase image sizeClick to decrease image size Additional informationNotes on contributorsLie DengL. Deng received B.Sc. degree in Pomology from Southwest Agricultural College, China in 1982. His research interests include intelligent systems, citrus physiology and culture technology, systems modeling and analysis. Professor Deng is the Elite researcher of the Chinese Academy of Agricultural Sciences, standing committee member of the Chinese Society of Citriculture, Vice-president of the Citrus Research Institute under the Southwest University and the deputy director of the Chongqing Society of Horticulture, and Editor-in-chief of the China Fruit News.Qiang LyuQ. Lyu received B.Sc. degree in Food Sciences from Henan Institute of Technology, Xinxiang, China in 2002, M.Sc. degree in Food Sciences from Jiangsu University, Zhenjiang, China in 2008, and Ph.D. degree in Food Sciences from the Jiangsu University, Zhenjiang, China in 2010. Associate Professor Lyu joined the Citrus Research Institute of Chinese Academy of Agricultural Sciences in 2011. His research interests include remote sensing for precision application, harvesting robot, and image processing.Simon X. YangS. X. Yang received B.Sc. degree in Engineering Physics from Beijing University, China in 1987, the first of two M.Sc. degrees in Biophysics from Chinese Academy of Sciences, Beijing, China in 1990, the second M.Sc. degree in Electrical Engineering from the University of Houston, USA in 1996, and the Ph.D. degree in Electrical and Computer Engineering from the University of Alberta, Edmonton, Canada in 1999. Professor Yang joined the School of Engineering at the University of Guelph, Canada in 1999. Currently he is a Professor and the Head of the Advanced Robotics and Intelligent Systems (ARIS) Laboratory at the University of Guelph in Canada. His research interests include intelligent systems, robotics, sensors and multi-sensor fusion, wireless sensor networks, control systems, soft computing, systems modeling and analysis, and computational neuroscience. Professor Yang serves as the Editor-in-Chief of Journal of Robotics and Artificial Intelligence and International Journal of Complex Systems – Computing, Sensing and Control, and an Associate Editor of IEEE Transactions on Cybernetics and several other journals. He has involved in the organization of many conferences. He is the 2011 IEEE International Conference on Logistics and Automation.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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