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Web-Based Educational Platform for Diseases and Drugs using a Large Language Model (LLM) Qisthiano, M Riski; Ruswita, Istiana; Prayesy, Putri Armilia
International Journal Scientific and Professional Vol. 5 No. 1 (2026): December 2025 - February 2026
Publisher : Yayasan Rumah Ilmu Professor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56988/chiprof.v5i1.150

Abstract

This study presents the development of a web-based educational platform leveraging a large language model (LLM) to provide general information on diseases and medications. The platform integrates a curated database of diseases and drugs with the LLM via retrieval-augmented generation. When users enter a disease or drug name, the system retrieves relevant data and uses it as context for the LLM to produce concise responses in a friendly, accessible style. The application is built using native PHP with a MySQL backend and Bootstrap for responsive design. Safety features such as a mandatory disclaimer and filters for emergency conditions ensure that the chatbot does not offer diagnostic or prescriptive advice. Expert reviews indicated that the model-generated content aligned well with the database, and user testing showed high satisfaction with clarity and usability. These results demonstrate that combining structured medical data with a modern LLM can improve public access to reliable health education while maintaining ethical boundaries.
Peningkatan Kapabilitas Digital UMKM Makanan melalui Implementasi WhatsApp Business untuk Otomatisasi Layanan Pelanggan dan Pemesanan Produk di Desa Pemanggilan, Natar, Lampung Selatan Ruswita, Istiana; Praptiwi, Riska Amalia
Solusi Bersama : Jurnal Pengabdian dan Kesejahteraan Masyarakat Vol. 3 No. 3 (2026): Agustus : Solusi Bersama : Jurnal Pengabdian dan Kesejahteraan Masyarakat
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/solusibersama.v3i3.3327

Abstract

The advancement of digital technology provides opportunities for Micro, Small, and Medium Enterprises (UMKM) to improve customer service quality and business process efficiency. However, many food-based UMKM in Pemanggilan Village, Natar District, South Lampung Regency, still face limitations in utilizing digital technology to support marketing and product ordering activities. This community service program aimed to enhance the digital capabilities of UMKM owners through training and mentoring on the implementation of WhatsApp Business as a platform for customer service and product ordering. The methods employed included partner needs assessment, training on WhatsApp Business features, assistance in creating business profiles, configuring automated messages, developing product catalogs, and evaluating program outcomes through pre-tests and post-tests. The evaluation of 35 participants demonstrated a significant improvement in their knowledge and skills in using WhatsApp Business, with the average pre-test score increasing from 42.9 to 87.3 in the post-test, representing an improvement of 44.4 points. Participants were able to utilize business profiles, automated messaging, product catalogs, and order management features more effectively to support their business activities. The implementation of WhatsApp Business contributed to improving customer service responsiveness, facilitating business communication, and supporting the digital transformation of food-based UMKM in Pemanggilan Village. This program is expected to enhance the competitiveness and productivity of UMKM through the adoption of accessible and cost-effective digital technology.