Digital Assistant for Pharmacists Using Indonesian Language Based on Rules and Artificial Intelligence

Publish Year: 1403
نوع سند: مقاله ژورنالی
زبان: English
View: 43

This Paper With 9 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

JR_IJE-37-9_004

تاریخ نمایه سازی: 23 خرداد 1403

Abstract:

The widespread availability of large language models (LLMs) has encouraged many individuals to explore chatbot development for their business needs. However, creating chatbots for handling sensitive information, like in healthcare, can be challenging. Mistakes made by these bots when extracting information or providing health recommendations can have serious consequences. When developing a chatbot for pharmacy recommendations, it is essential for the bot to effectively extract symptom-related information and other relevant patient data and then offer recommendations for actions or medications based on that information. In this study, we proposed a straightforward and effective approach that combines regular expression templates for information extraction with forward chaining for inference to create a pharmacy recommendation chatbot called SmartFarma. In scenarios like pharmacy recommendations, we will demonstrate that the use of regular expression templates is sufficient and produces better results than some machine learning methods. Additionally, by using regular expressions, SmartFarma can be developed with transparent data handling, allowing experts to trace, monitor, and evaluate its recommendations. This research primarily focuses on the extraction of patient information. Our model, as proposed, achieved an impressive score of ۸۱.۵۴%, outperforming both the Biomedical Bidirectional Encoder Representations from Transformers (BERT) and Generative Pre-Trained Transformer (GPT) models.

Authors

F. Firdaus

Department of Electrical Engineering, Universitas Islam Indonesia, Yogyakarta, Indonesia

R. A. Rajagede

Department of Informatics, Universitas Islam Indonesia, Yogyakarta, Indonesia

A. Sari

Faculty of Pharmacy, Universitas Ahmad Dahlan, Yogyakarta, Indonesia

S. Hanifah

Faculty of Pharmacy, Universitas Islam Indonesia, Yogyakarta, Indonesia

D. A. Perwitasari

Faculty of Pharmacy, Universitas Ahmad Dahlan, Yogyakarta, Indonesia

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • Følstad A, Brandtzaeg PB, Feltwell T, Law EL, Tscheligi M, ...
  • Shedthi B S, Shetty V, Chadaga R, Bhat R, Preethi ...
  • Mulyana S, Hartati, S., Wardoyo, R., Subandi. Utilizing natural language ...
  • Dietrich G, Krebs J, Fette G, Ertl M, Kaspar M, ...
  • Liang B, Li H, Su M, Bian P, Li X, ...
  • Nguyen A, Yosinski J, Clune J, editors. Deep neural networks ...
  • Devlin J, Chang M-W, Lee K, Toutanova K. Bert: Pre-training ...
  • Cui M, Bai R, Lu Z, Li X, Aickelin U, ...
  • Farhoodi M, Toloie Eshlaghy A, Motadel M. A Proposed Model ...
  • Berardi RR, Ferreri SP, Hume AL, Kroon LA, Newton GD, ...
  • Vaswani A, Shazeer N, Parmar N, Uszkoreit J, Jones L, ...
  • Farhoodi M, Toloie Eshlaghy A, Motadel M. A Proposed Model ...
  • Minaee S, Kalchbrenner N, Cambria E, Nikzad N, Chenaghlu M, ...
  • Hakala K, Pyysalo S, editors. Biomedical named entity recognition with ...
  • Liu Y, Ott M, Goyal N, Du J, Joshi M, ...
  • Sanh V, Debut L, Chaumond J, Wolf T. DistilBERT, a ...
  • Lee J, Yoon W, Kim S, Kim D, Kim S, ...
  • Huang K, Altosaar J, Ranganath R. Clinicalbert: Modeling clinical notes ...
  • Raza S, Reji DJ, Shajan F, Bashir SR. Large-scale application ...
  • Ma MD, Taylor AK, Wang W, Peng N. DICE: Data-efficient ...
  • Saghehei E, Memariani A, Bozorgi-Amiri A. A Bi-level programming approach ...
  • Brown T, Mann B, Ryder N, Subbiah M, Kaplan JD, ...
  • Gusman A, Hendri H, editors. Expert system to diagnose child ...
  • Munaiseche C, Kaparang D, Rompas PTD, editors. An Expert system ...
  • نمایش کامل مراجع