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 Khairul Azami Sidek, IIUM, Malaysia EXECUTIVE EDITOR Teddy Surya Gunawan, IIUM, Malaysia ASSOCIATE EDITOR Nor Farahidah Za’bah, IIUM, Malaysia LANGUAGE EDITOR Lynn Mason, Malaysia COPY EDITOR Aliza ‘Aini Md Ralib, IIUM, MalaysiaSuriza Ahmad Zabidi, IIUM, Malaysia MALAY TRANSLATOR Nurul Arfah Che Mustapha, IIUM, Malaysia EDITORIAL BOARD MEMBERS Abdullah Al-Mamun, IIUM, MalaysiaAbdumalik Rakhimov, IIUM, MalaysiaAishah Najiah Dahnel, IIUM, MalaysiaAlya Naili Rozhan, IIUM, MalaysiaAni Liza Asnawi, IIUM, MalaysiaHanafi Ani, IIUM, MalaysiaHanafy Omar, Saudi ArabiaHuda Adibah Mohd. Ramli, IIUM, MalaysiaKonstantin Khanin, University of Toronto, CanadaMa'an Al-Khatib, IIUM, MalaysiaMeftah Hrairi, IIUM, MalaysiaMohamed B. Trabia, United StatesMohammad S. Alam, Texas A&M University-Kingsville, United StatesMohd Sultan Ibrahim Shaik Dawood, IIUM, MalaysiaMustafizur Rahman, National University Singapore, SingaporeNoorasikin Samat, IIUM, MalaysiaNor Fadhillah Mohamed Azmin, IIUM, MalaysiaNorsinnira Zainul Azlan, IIUM, MalaysiaOssama Abdulkhalik, Michigan Technological University, United StatesWaqar Asrar, IIUM, Malaysia INTERNATIONAL ADVISORY COMMITTEE Anwar, United StatesAbdul Latif Bin Ahmad, MalaysiaFarzad Ismail, USM, Pulau Pinang, MalaysiaHanafy Omar, Saudi ArabiaHany Ammar, United StatesIdris Mohammed Bugaje, NigeriaK.B. Ramachandran, India KunzuAbdella, CanadaLuis Le Moyne, ISAT, University of Burgundy, FranceM Mujtaba, United KingdomMohamed AI-Rubei, IrelandMohamed B Trabia, United StatesSyed Kamrul Islam, United StatesTibor Czigany, Budapest University of Technology and Economics, HungaryYiu-Wing Mai, The University of Sydney, Australia. AIMS & SCOPE OF IIUMENGINEERING JOURNAL The IIUM Engineering Journal, published biannually (January and July), is a carefully refereed international publication of the 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 welcome. 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, as well as science and technology issues, from an Islamic and multidisciplinary perspective. REFEREES’ NETWORK All papers submitted to the 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 https://journals.iium.edu.my/ejournal. The journal website can also be used for further correspondence on the paper's status. 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 advertisement 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 MalaysiaJalan Gombak, 53100 Kuala Lumpur, MalaysiaPhone (+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 | 0.000 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| 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