Bibliographic record
Abstract
Chairpersons: Gs. Dr. Dinesh Sathyamoorthy, Science & Technology Research Institute for Defence (STRIDE), Ministry of Defence, Malaysia Assoc. Prof. Gs. Dr. Abdul Rashid Mohamed Shariff, Universiti Putra Malaysia (UPM), Malaysia Members: Prof. Gs. Dr. Mazlan Hashim, Universiti Teknologi Malaysia (UTM), Malaysia Prof. Dr. Li Jing, Beijing Normal University, China Prof. Dr. Iyyanki Muralikrishna, Defence Research and Development Organisation (DRDO), India Prof. Dr. Ismat Mohamed El Hassan, King Saud University, Saudi Arabia Prof. Dr. Ewe Hong Tat, Universiti Tunku Abdul Rahman (UTAR), Malaysia Prof. Dr. Christine Pohl, University of Osnabrueck, Germany Prof. Dr. Mahender Kotha, Goa University, India Prof. Dr. Paolo Gamba, University of Pavia, Italy Assoc. Prof. Gs. Dr. Abdul Nasir Matori, Universiti Teknologi Petronas (UTP), Malaysia Assoc. Prof. Gs. Dr. Khiruddin Abdullah, Universiti Sains Malaysia (USM), Malaysia Assoc. Prof. Gs. Dr. Lim Hwee San, Universiti Sains Malaysia (USM), Malaysia Assoc. Prof. Gs. Ir. Dr. Chan Yee Kit, Multimedia University (MMU), Malaysia Assoc. Prof. Dr. Francis Harvey, University of Minnesota, USA Assoc. Prof. Dr. Mustafa Din Subari, Universiti Teknologi Malaysia (UTM), Malaysia Assoc. Prof. Dr. Marian Rybansky, University of Defence, Czech Republic Assoc. Prof. Dr. Anuar Ahmad, Universiti Teknologi Malaysia (UTM), Malaysia Assoc. Prof. Dr. Kasturi Devi Kanniah, Universiti Teknologi Malaysia (UTM), Malaysia Assoc. Prof. Dr. Biswajeet Pradhan, Universiti Putra Malaysia (UPM), Malaysia Assoc. Prof. Dr. Zulkiflee Abd Latif, Universiti Teknologi MARA (UiTM), Malaysia Assoc. Prof. Dr. Raid Al-Tahir, University of New Brunswick, Canada Assoc. Prof. Dr. Benny Peter, Universiti Teknologi Malaysia (UTM), Malaysia Assoc. Prof. Dr. Siti Khairunniza Bejo, Universiti Putra Malaysia (UPM), Malaysia Gs. Dr. Norzailawati Mohd Nor, International Islamic University Malaysia (IIUM), Malaysia Gs. Dr. Ruzinoor Che Mat, Universiti Utara Malaysia (UUM), Malaysia Gs. Dr. Ahmad Fikri Abdullah, Universiti Putra Malaysia (UPM), Malaysia Gs. Dr. Farrah Melissa Muharam, Universiti Putra Malaysia (UPM), Malaysia Dr. Josée Lévesque, Defence Research and Development Canada (DRDC), Canada Dr. Lim Tien Sze, Multimedia University (MMU), Malaysia Dr. Soni Darmawan, University of Tokyo, Japan Dr. Lawal Billa, University of Nottingham, Malaysia Campus Dr. Khamarrul Azahari Razak, Universiti Teknologi Malaysia (UTM), Malaysia Dr. Ramin Nourqolipour, National Organization of Forest, Range, and Watershed Management, Iran Dr. Bheshem Ramlal, University of The West Indies, Jamaica Dr. Abd Wahid Rasib, Universiti Teknologi Malaysia (UTM), Malaysia Gs. Samsudin Ahmad, Universiti Teknologi Malaysia (UTM), Malaysia Gs. Hafiz Hazir, Malaysian Rubber Board, Malaysia Sr. Mohktar Azizi Mohd Din, Universiti Malaya, Malaysia Sr. Shahrizal Ide Moslin, National Space Agency (ANGKASA), Malaysia Ooi Wei Han, National Space Agency (ANGKASA), Malaysia Adhwa Amir, National Space Agency (ANGKASA), Malaysia Ajin R.S., GeoVin Solutions, India
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How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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; both teacher heads agree on what is shown here.
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".