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All Journal Jurnal Optimasi Sistem Industri Jurnal Ilmiah Teknik Industri JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Knowledge Engineering and Data Science MATRIK : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer Indonesian Journal of Halal Research Journal of Applied Engineering and Technological Science (JAETS) AMAR (Andalas Management Review) Warta Pengabdian Andalas: Jurnal Ilmiah Pengembangan Dan Penerapan Ipteks Andalasian International Journal of Agricultural and Natural Sciences Andalasian International Journal of Applied Science, Engineering, and Technology International Journal of Electronics and Communications Systems Jurnal Pembelajaran, Bimbingan, dan Pengelolaan Pendidikan International Journal of Advanced Science Computing and Engineering Women Midwives and Midwifery Jurnal Keilmuan dan Aplikasi Teknologi Industri Jurnal Keilmuan dan Aplikasi Teknologi Industri
Ikhwan Arief
Universitas Andalas
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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A Structured Communication Protocol for Evidence-Grounded Human-GenAI Knowledge Exchange in SME Operational Contexts Arief, Ikhwan; Hasan, Alizar; Putri, Nilda Tri; Rahman, Hafiz
International Journal of Electronics and Communications Systems Vol. 6 No. 1 (2026): International Journal of Electronics and Communications System
Publisher : Universitas Islam Negeri Raden Intan Lampung, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/ijecs.v6i1.30378

Abstract

This structured review synthesizes evidence from 2021–2025 regarding Generative AI (GenAI) capabilities in SMEs, workplace and vocational learning, the Four-Component Instructional Design (4C/ID) model, and human-AI interdependence to formulate requirements for accountable communication protocols. A Scopus search using four keywords yielded 1,343 records; after screening 681 unique records from the review period, 55 were retained for theory-guided synthesis. The coding process consolidated 12 preliminary requirements into nine, each specifying the information, verification steps, or authorization conditions necessary for an accountable exchange, alongside observable compliance criteria. These requirements were mapped onto four layers derived from the 4C/ID model (whole-task communication, knowledge-encoding schemas, procedural protocols, and verification protocols) and a five-step sequence ranging from operational problem encoding to implementation authorization. The synthesis indicates that verification must rely on the quality of evidence and calibrated interdependence, rather than trust or response fluency, and that accountability necessitates a designated human decision-maker. As the protocol has not yet been tested with users or exchange records, its effectiveness remains to be determined
Co-Authors A Aisyah Abdul Talib, Hayati Habibah Afri Adnan Afrinaldi, Feri Ahmad Syafruddin Akhmad Anwar Dani Akhmad Anwar Dani Aldy Rialdy Atmadja Aldy Rialdy Atmadja Alexie Herryandie Bronto Adi Alfadhlani Alfajri Nalda Alizar Hasan Andista Candra Yusro Angelina Ajeng Masayu Annisa Prafitia, Harnum Aprinaldi Jasa Mantau Arif Kharisman Arif Zainudin Armijal Armijal Arri Fatimah Zahra Asep Erlan Maulana Asep Erlan Maulana Asmuliardi Muluk Budi Agung Santoso Busro, B. Dedi Rahman Nur Dhiny Yurichy Putri Dian Isnaeni Nurul Afra Dicky Fatrias Difana Meilani Dina Rahmayanti Donard Games Eko Pramudya Laksana Eko Pramudya Laksana Elita Amrina Elsayed Ali Ismail Eri Wirdianto Fajri, Radhiyatul Fandy Triawan Ferry Jie Fitria, Henni Hafiz Rahman Hafiz Rahman, Hafiz Hafizh Ahmad Harnum Annisa Prafitia Hayati Habibah Abdul Talib Henmaidi Henmaidi Henmaidi Henmaidi Hermawan Nugroho Hilma Raimona Zadry Indrapriyatna, Ahmad Syafruddin Ismail, Elsayed Ali Isnaeni Nurul Afra, Dian Jamaludin, Khairur Rijal Jasa Mantau, Aprinaldi Jonrinaldi Jumeno, Desto Kamil, Insannul Khairur Rijal Jamaludin Kharisman, Arif Lucky Zamzami Lusi Susanti Mahira Falevy Mochammad Tanzil Multazam Mohammad Fauziddin Much. Fuad Saifuddin Muh. Firyal Akbar Muh. Firyal Akbar Muhamad Ratodi Muhamad Ratodi Muhammad Andrian Fadillah Muhammad Arieaman Fikri Muhammad Farhandika Muhammad Khalish Muluk, Asmuliardi Nilda Tri Putri Nurul Azizah Dhuha Prima Fithri Putri, Alyani Rahma Radhiyatul Fajri Rafika Oktova Rahmann, Hafiz Rahmat Budiarto Rahmat Fajri Fajri reinny patrisina Rida Rahim Ridhamelia Ridhamelia Rika Ampuh Hadiguna Rusydi, Muhammad Ilhamdi Taufik Taufik Triawan, Fandy Trinda Farhan Satria Utama Alan Deta Wisnel Wisnel Yoan Winata Yulianto, Ardhian Agung Yulizawati . Yumi Meuthia