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
CHIEF EDITOR
 
 Ahmad Faris Ismail, IIUM, Malaysia
 
 TECHNICAL EDITOR
 
 Sany Izan Ihsan, IIUM, Malaysia
 
 EXECUTIVE EDITOR
 
 AHM Zahirul Alam, IIUM, Malaysia
 
 ASSOCIATE EDITOR
 
 Nor Farahidah Za’bah, IIUM, Malaysia
 
 LANGUAGE EDITOR
 
 Lynn Mason, Malaysia
 
 COPY EDITOR
 
 Hamzah Mohd. Salleh, IIUM, Malaysia
 
 MALAY TRANSLATOR
 
 Nurul Arfah Che Mustapha, IIUM, Malaysia
 
 
 EDITORIAL BOARD MEMBERS
 
 Abdullah Al-Mamun, IIUM, Malaysia
 Abdumalik Rakhimov, IIUM, Malaysia
 Aishah Najiah Bt. Dahnel, IIUM, Malaysia
 Alya Naili Binti Rozhan, IIUM, Malaysia
 Norsinnira Bt. Zainul Azlan, IIUM, Malaysia
 Hanafy Omar, Saudi Arabia
 Hazleen Anuar, IIUM, Malaysia
 Konstantin Khanin, University of Toronto, Canada
 Ma'an Al-Khatib, IIUM, Malaysia
 Meftah Hrairi, IIUM, Malaysia
 Mohamed B. Trabia, United States
 Mohammad S. Alam, Texas A&M University-Kingsville, United States
 Mustafizur Rahman, National University Singapore, Singapore
 Ossama Abdulkhalik, Michigan Technological University, United States
 Mohamed Hadi Habaebi, IIUM, Malaysia
 Mohd. Sultan Ibrahim Bin Shaik Dawood, IIUM, Malaysia
 Muhammad Ibn Ibrahimy, IIUM, Malaysia
 Nor Fadhillah Mohamed Azmin, IIUM, Malaysia
 Waqar Asrar, IIUM, Malaysia
 
 
 INTERNATIONAL ADVISORY COMMITTEE
 A. Anwar, United States
 Abdul Latif Bin Ahmad, Malaysia
 Farzad Ismail, USM, Pulau Pinang, Malaysia
 Hanafy Omar, Saudi Arabia
 Hany Ammar, United States
 Idris Mohammed Bugaje, Nigeria
 K.B. Ramachandran, India
 Kunzu Abdella, Canada
 Luis Le Moyne, ISAT, University of Burgundy, France
 M Mujtaba, United Kingdom
 Mohamed AI-Rubei, Ireland
 Mohamed B Trabia, United States
 Syed Kamrul Islam, United States
 Tibor Czigany, Budapest University of Technology and Economics, Hungary
 Yiu-Wing Mai, The University of Sydney, Australia.
 
 AIMS & SCOPE OF IIUM ENGINEERING JOURNAL
 The IIUM Engineering Journal, published biannually (January and July), is a carefully refereed international publication of International Islamic University Malaysia (IIUM). Contributions of high technical merit within the span of engineering disciplines; covering the main areas of engineering: Electrical and Computer Engineering; Mechanical and Manufacturing Engineering; Automation and Mechatronics Engineering; Material and Chemical Engineering; Environmental and Civil Engineering; Biotechnology and Bioengineering; Engineering Mathematics and Physics; and Computer Science and Information Technology are considered for publication in this journal. Contributions from other areas of Engineering and Applied Science are also welcomed. The IIUM Engineering Journal publishes contributions under Regular papers and Invited review papers. It also welcomes contributions that address solutions to the specific challenges of the developing world, and address science and technology issues from an Islamic and multidisciplinary perspective. 
 REFEREES’ NETWORK
 All papers submitted to IIUM Engineering Journal will be subjected to a rigorous reviewing process through a worldwide network of specialized and competent referees. Each accepted paper should have at least two positive referees’ assessments.
 SUBMISSION OF A MANUSCRIPT
 A manuscript should be submitted online to the IIUM Engineering Journal website at 
 http://journals.iium.edu.my/ejournal. Further correspondence on the status of the paper could be done through the journal website.
 
 Whilst every effort is made by the publisher and editorial board to see that no inaccurate or misleading data, opinion, or statement appears in this Journal, they wish to make it clear that the data and opinions appearing in the articles and advertisements herein are the responsibility of the contributor or advertiser concerned. Accordingly, the publisher and the editorial committee accept no liability whatsoever for the consequence of any such inaccurate or misleading data, opinion, or statement.
 
 
 IIUM Engineering Journal
 ISSN: 1511-788X E-ISSN: 2289-7860
 
 
 Published by: IIUM Press, International Islamic University Malaysia Jalan Gombak, 53100 Kuala Lumpur, Malaysia Phone (+603) 6421-5014, Fax: (+603) 6421-6298
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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