Bibliographic record
Abstract
IIUM ENGINEERING JOURNAL INTERNATIONAL ISLAMIC UNIVERSITY MALAYSIA  CHIEF EDITORAhmad Faris Ismail, IIUM, Malaysia                                                                                                              TECHNICAL EDITORErry Yulian Triblas Adesta, IIUM, MalaysiaEXECUTIVE EDITORAHM Zahirul Alam, IIUM, MalaysiaASSOCIATE EDITORAnis Nurashikin Nordin, IIUM, MalaysiaLANGUAGE EDITOR Lynn Mason, MalaysiaCOPY EDITORHamzah Mohd. Salleh, IIUM, MalaysiaEDITORIAL BOARD MEMBERSAbdullah Al-Mamun, IIUM, MalaysiaAbdumalik Rakhimov, IIUM, MalaysiaAmir Akramin Shafie, IIUM, MalaysiaErwin Sulaeman, IIUM, Malaysia aHanafy Omar, Saudi ArabiaHazleen Anuar, IIUM, MalaysiaKonstantin Khanin, University of Toronto, CanadaMa'an Al-Khatib, IIUM, MalaysiaMd. Zahangir Alam, IIUM, MalaysiaMeftah Hrairi, IIUM, MalaysiaMohamed B. Trabia, United StatesMohammed Konneh, IIUM, MalaysiaMohammad S. Alam, Texas A&M University-Kingsville, United StatesMustafizur Rahman, National University Singapore, SingaporeNor Farahidah Za bah, IIUM, MalaysiaOssama Abdulkhalik, Michigan Technological University, United StatesTeddy Surya Gunawan, IIUM, MalaysiaWaqar Asrar, IIUM, Malaysia AIMS & SCOPE OF IIUMENGINEERING JOURNALThe IIUM Engineering Journal, published biannually, 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, Invited review papers, Short communications, Technical notes, and Letters to the editor (no page charge). Book reviews, reports of and/or call for papers of conferences, symposia and meetings, and advances in research equipment could also be published in IIUM Engineering Journal with minimum charges.REFEREES’ NETWORKAll 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 MANUSCRIPTA manuscript should be submitted online to the IIUM-Engineering Journal website:http://journals.iium.edu.my/ejournal. Further correspondence on the status of the paper could be done through the journal website and the e-mail addresses of the Executive Editor: zahirulalam@iium.edu.my Faculty of Engineering, International Islamic University Malaysia (IIUM), Jan Gombak, 53100, Kuala Lumpur, Malaysia. Phone: (603) 6196 4529, Fax:(603) 6196 4488. INTERNATIONAL ADVISORY COMMITTEE A. Anwar, United StatesAbdul Latif Bin Ahmad, MalaysiaFarzad Ismail, USM, Pulau Pinang, MalaysiaHanafy Omar, Saudi ArabiaHany Ammar, United States  K.B. Ramachandran, IndiaKunzu Abdella, CanadaLuis Le Moyne, ISAT, University of Burgundy, FranceM Mujtaba, United KingdomMohamed AI-Rubei, IrelandMohamed B Trabia, United StatesMohammad S. Alam, Texas A&M University-Kingsville, United StatesNazmul KarimOssama Abdulkhalik, Michigan Technological University, United StatesRazi Nalim, IUPUI, Indianapolis, Indiana, United StatesSyed Kamrul Islam, United StatesTibor CziganyYiu-Wing Mai  Published by:IIUM Press, International Islamic University MalaysiaJalan Gombak, 53100 Kuala Lumpur, Malaysia Phone (+603) 6196-5014, Fax: (+603) 6196-6298 Website: http://iiumpress.iium.edu.my/bookshop  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 JournalISSN: 1511-788X  E-ISSN: 2289-7860
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.254 | 0.194 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".