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 contributorsEugene LevnerEugene Levner obtained his Ph.D. degree from the Central Economic Mathematical Institute of the USSR Academy of Sciences (Moscow). He is the author of 3 books and more than 60 papers in refereed journals. He is currently an Associate Professor in the Department of Computer Science at Holon Academic Institute of Technology, Holon, Israel. His research interests are scheduling theory with applications to robotics, design and analysis of computer algorithms, and modeling of manufacturing and communication systems. His papers have appeared in Discrete Applied Mathematics, IEEE Transactions on Robotics and Automation, International Journal of Flexible Manufacturing Systems, Operations Research Letters, Annals of Operations Research, Information Processing Letters, Computers and Operations Research, European Journal of Operational Research, Information Systems and Operations Research, International Transactions on Operational Research, Fuzzy Sets and Systems, Journal of the Operational Research Society, Journal of the Operations Research Society of Japan, Automation and Remote Control, among others. Dr. Levner was an organizer and chairman of international conferences on Intelligent Scheduling of Robots and Distributed Computer Communication Networks held in Tel-Aviv, Israel, in 1995, 1996, 1997 and 1999. He is an Associate Editor of INFOR.Hiroshi KiseHiroshi Kise is a professor of Department of Mechanical and System Engineering, Kyoto Institute of Technology, Japan. Dr. Kise is mainly interested in the theory of scheduling and its applications, and modeling, analysis, optimization and simulation for production and distribution. He has published many papers in Journal of Operations Research Society of America, Management Science, AIIE Transactions, European Journal of Operational Research, Journal of Operations Research Society of Japan and others. He is currently the President of Scheduling Society of Japan.
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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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