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Intelligent System for Monkeypox Disease Diagnosis Using Hybrid Certainty Factor and Fuzzy Logic Methods M. Agung Vafky Ideal; Tomy Nanda Putra
Journal of Innovation and Technology Polbeng Series on Informatics (INOVTEK Polbeng - Seri Informatika) Vol. 10 No. 3 (2025): November
Publisher : P3M Politeknik Negeri Bengkalis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35314/h13m0k54

Abstract

Monkeypox cases has the potential to spread rapidly, making early detection crucial to prevent wider transmission. Unfortunately, at the UPT Puskesmas where this study was conducted, there is no system available to assist medical personnel in performing fast and standardized diagnoses. To address this issue, this research developed a web-based intelligent system by combining the Certainty Factor (CF) and Fuzzy Logic methods. The system’s knowledge base was constructed from symptom data collected through expert interviews and literature studies. It was then tested using data from 30 patients with similar symptoms. The processing involved calculating certainty values with CF and mapping them into fuzzy membership degrees. The test results showed an accuracy of 86%, demonstrating that the combination of CF and Fuzzy Logic improves diagnostic accuracy while providing results that are easier to interpret. Therefore, the developed system can serve as a diagnostic aid for monkeypox in primary healthcare centers, particularly in situations with limited diagnostic facilities, and can also serve as a foundation for developing intelligent detection technologies for other infectious diseases.
Penguatan Kompetensi Pendidik dalam Menghadapi Generasi Z di Era Teknologi (Studi Kasus Institut Teknologi Mitra Gama) Tomy Nanda Putra; M. Agung Vafky Ideal; Atika Fauziyyah; Adi Prastya; Idir Fitriyanto; Zaharani Yusno; Dori Gusti Alex Candra; Budi Permana Putra; Eka Sofiati
JURNAL ABDIMAS MADUMA Vol. 4 No. 3 (2025): Oktober, 2025
Publisher : English Lecturers and Teachers Association (ELTA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52622/jam.v4i3.518

Abstract

Kegiatan pengabdian kepada masyarakat ini bertujuan memperkuat kompetensi dosen Institut Teknologi Mitra Gama dalam menghadapi tantangan mengajar Generasi Z di era teknologi. Program dilaksanakan melalui tiga tahap: persiapan, implementasi, dan evaluasi. Tahap persiapan dilakukan dengan survei kebutuhan dosen. Implementasi meliputi penyampaian materi tentang karakteristik mahasiswa Gen Z, strategi komunikasi positif, pemanfaatan media digital, serta praktik perancangan pembelajaran interaktif. Evaluasi dilakukan melalui pre-test, post-test, dan observasi keterlibatan peserta. Hasil kegiatan menunjukkan peningkatan pemahaman dan keterampilan dosen dalam merancang pembelajaran yang relevan dengan kebutuhan Gen Z. Sebanyak 84% peserta memperoleh  wawasan baru, dan 71% merasa lebih percaya diri memanfaatkan media digital. Peserta juga menekankan pentingnya suasana kelas yang kolaboratif dan empatik. Keterbatasan utama kegiatan ini adalah durasi pelatihan yang singkat, sehingga diperlukan tindak lanjut berupa workshop serial atau pendampingan berkelanjutan. Kata Kunci :Penguatan kompetensi; dosen; Generasi Z; pembelajaran interaktif; media digital; pengabdian kepada masyarakat
Penguatan Kesiapan Karier Mahasiswa Melalui Capacity Building Artificial Intelligence Dan Cyber Security Di Era Transformasi Digital Dori Gusti Alex Candra; Atika Fauziyyah; Tomy Nanda Putra; M. Agung Vafky Ideal; Leonard Tambunan; Teuku Radillah; Eka Sofiati; Budi Permana Putra; Khelvin Ovela Putra
Mejuajua: Jurnal Pengabdian pada Masyarakat Vol. 6 No. 1 (2026): Agustus 2026
Publisher : Yayasan Penelitian dan Inovasi Sumatera (YPIS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52622/mejuajuaj.abdimas.v6i1.397

Abstract

The era of digital disruption and the transition toward Society 5.0 require university graduates to develop adaptive digital competencies, including Artificial Intelligence (AI) literacy and Cyber Security awareness, as essential components of career readiness. However, preliminary observations indicated that many students still use digital technologies primarily as end users, with limited understanding of the ethical use of AI and fundamental cybersecurity practices. This Community Service Program (PkM) aimed to enhance the career readiness of students at Institut Teknologi Mitra Gama by strengthening their AI literacy and cybersecurity competencies. The program adopted a capacity-building approach through a National Seminar consisting of three stages: needs analysis, educational sessions on prompt engineering and cyber hygiene, and program evaluation. A total of 250 students participated in the program. Evaluation was conducted using pre-test and post-test instruments to measure participants' knowledge improvement, complemented by a questionnaire to assess participants' perceptions of the program's relevance and usefulness. The data were analyzed descriptively by comparing the mean pre-test and post-test scores and calculating the percentage of participants' responses. The results showed that the average score increased from 46.5 in the pre-test to 84.2 in the post-test. This improvement indicates enhanced understanding of the ethical use of AI, effective prompt engineering techniques, and basic cybersecurity practices. Furthermore, 94% of the participants reported that the program was relevant and applicable to the development of their digital competencies and professional portfolios. These findings suggest that an interactive educational approach based on industry case studies has the potential to improve students' AI literacy and cybersecurity awareness and may serve as an alternative model for strengthening digital competencies in higher education.