IDEAS home Printed from https://ideas.repec.org/a/apb/jaterr/2019p62-71.html
   My bibliography  Save this article

Web application for self-diagnosis and drug recommendation based on user symptoms

Author

Listed:
  • Iuliana Marin

    (Department of Engineering in Foreign Languages, University Politehnica of Bucharest, Bucharest, Romania)

  • Nicolae Goga

    (Department of Engineering in Foreign Languages, University Politehnica of Bucharest, Bucharest, Romania)

  • Razvan-Constantin Stanciu

    (Department of Engineering in Foreign Languages, University Politehnica of Bucharest, Bucharest, Romania)

Abstract

Throughout the evolution of the Internet and social networks, forums and online platforms have a vital role in sharing information, along with the creation and engagement of virtual communities. Such websites represent great resources, and they are the first step in the adoption of e-health services. When the persons are ill, many of them use search engines for self-diagnosis and gather possible treatment ideas before asking for a doctor's opinion. This takes a lot of time because the information is scattered across various forums and websites. In this paper is presented an application that aims to provide an online self-diagnosis and drug recommendation tool based on natural language processing of the symptoms described by the user. Over 2,200 medicines are stored in the database, each having a set of keywords according to their usage. Thus, the platform automates the search process, and provides the user with the most relevant information, eliminating the need for manual data interpretation. The results are ranked according to the confidence score obtained after the execution of the fuzzy search algorithm. The platform does not provide medical advice. Thus it is intended for informational purposes only. The developed platform is not a substitute for professional medical advice, diagnosis or treatment. Another feature of the platform is that it enables users to find hospitals and clinics around them, so that they can receive professional healthcare service. The field of medicine is a sensitive topic due to the fact that one mistake could lead to the loss of countless human lives. It was a long and difficult journey to reach the current state of medicine, but technology was and will remain essential to the evolution of the healthcare system. The proposed solution of this paper is customized for Romania but it can be adapted for other countries by replacing the drug database.

Suggested Citation

  • Iuliana Marin & Nicolae Goga & Razvan-Constantin Stanciu, 2019. "Web application for self-diagnosis and drug recommendation based on user symptoms," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 5(2), pages 62-71.
    • Handle: RePEc:apb:jaterr:2019:p:62-71
    DOI: 10.20474/jater-5.2.1
    as

    Download full text from publisher

    File URL: https://tafpublications.com/platform/Articles/full-jater5.2.1.php
    Download Restriction: no
    File URL: https://tafpublications.com/gip_content/paper/Jater-5.2.1.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.20474/jater-5.2.1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ahmad Najim Noorzad & Takuro Sato, 2017. "Multi-Criteria Fuzzy-Based Handover Decision System for Heterogeneous Wireless Networks," International Journal of Technology and Engineering Studies, PROF.IR.DR.Mohid Jailani Mohd Nor, vol. 3(4), pages 159-168.
    2. Enrico Marino & Danilo Salvati & Federico Spini & Christian Vadala, 2017. "A Web Serverless Architecture for Buildings Modeling," International Journal of Technology and Engineering Studies, PROF.IR.DR.Mohid Jailani Mohd Nor, vol. 3(3), pages 93-100.
    3. Savkovic B. & Kovac P. & Mankova I. & Gostimirovic M. & Rokosz K. & Rodic D., 2017. "Surface roughness modeling of semi solid aluminum milling by fuzzy logic," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 3(2), pages 34-46.
    4. Chong Ju Choi & Carla C. J. M. Millar & Caroline Y. L. Wong, 2005. "Knowledge and the State," Palgrave Macmillan Books, in: Knowledge Entanglements, chapter 0, pages 19-38, Palgrave Macmillan.
    5. Osei-Frimpong, Kofi & Wilson, Alan & Lemke, Fred, 2018. "Patient co-creation activities in healthcare service delivery at the micro level: The influence of online access to healthcare information," Technological Forecasting and Social Change, Elsevier, vol. 126(C), pages 14-27.
    6. Yang, Yefei & Zhang, Xiaofei & Lee, Peter K.C., 2019. "Improving the effectiveness of online healthcare platforms: An empirical study with multi-period patient-doctor consultation data," International Journal of Production Economics, Elsevier, vol. 207(C), pages 70-80.
    7. Esmaeil Mehraeen & Marjan Ghazisaeedi & Jebraeil Farzi & Saghar Mirshekari, 2017. "Security Challenges in Healthcare Cloud Computing: A Systematic Review," Global Journal of Health Science, Canadian Center of Science and Education, vol. 9(3), pages 157-157, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Qing Ye & Hong Wu, 2023. "Offline to online: The impacts of offline visit experience on online behaviors and service in an Internet hospital," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-21, December.
    2. M. Vulic´ & M. Pavlovic´ & D. Tadic & A. Aleksic & A. Tomovic, 2018. "Ranking of recycling technologies metal components of end of life vehicles by using modified electre," Journal of Advances in Technology and Engineering Research, A/Professor Akbar A. Khatibi, vol. 4(4), pages 143-148.
    3. Rukundo Jean D'amour & Mukamuhirwa Floride & Nsigaye Alfred, 2020. "Effect of organic, inorganic fertilizers and their combination on vegetative growth and production of common bush beans RWR2245 variety in Rwanda," Journal of Applied and Physical Sciences, Prof. Vakhrushev Alexander, vol. 6(1), pages 18-24.
    4. Yunita & Mariana Syamsudin & Wendhi Yuniarto & Freska Rolansa, 2019. "Dynamic Energy Conservation Based on Room Characteristics at Polytechnic State of Pontianak," Journal of ICT, Design, Engineering and Technological Science, Juhriyansyah Dalle, vol. 3(2), pages 39-45.
    5. L. Herlina & Machfud & E. Anggraeni & Sukardi, 2019. "Pareto-based algorithm for adaptive aggregate production and distribution planning in shrimp agroindustry supply chain," Journal of Applied and Physical Sciences, Prof. Vakhrushev Alexander, vol. 5(1), pages 21-29.
    6. Oliver Hinz & Jochen Eckert, 2010. "The Impact of Search and Recommendation Systems on Sales in Electronic Commerce," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 2(2), pages 67-77, April.
    7. Xiao-Bai Li & Jialun Qin, 2017. "Anonymizing and Sharing Medical Text Records," Information Systems Research, INFORMS, vol. 28(2), pages 332-352, June.
    8. Lawrence Bunnell & Kweku-Muata Osei-Bryson & Victoria Y. Yoon, 0. "RecSys Issues Ontology: A Knowledge Classification of Issues for Recommender Systems Researchers," Information Systems Frontiers, Springer, vol. 0, pages 1-42.
    9. Martinovici, A., 2019. "Revealing attention - how eye movements predict brand choice and moment of choice," Other publications TiSEM 7dca38a5-9f78-4aee-bd81-c, Tilburg University, School of Economics and Management.
    10. Xuan Liu & Meimei Chen & Jia Li & Ling Ma, 2019. "How to Manage Diversity and Enhance Team Performance: Evidence from Online Doctor Teams in China," IJERPH, MDPI, vol. 17(1), pages 1-17, December.
    11. Joanna Sokolowska & Patrycja Sleboda, 2015. "The Inverse Relation Between Risks and Benefits: The Role of Affect and Expertise," Risk Analysis, John Wiley & Sons, vol. 35(7), pages 1252-1267, July.
    12. Donald R. Haurin & Stuart S. Rosenthal, 2009. "Language, Agglomeration and Hispanic Homeownership," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(2), pages 155-183, June.
    13. Jong Won Min, 2019. "The Influence of Stigma and Views on Mental Health Treatment Effectiveness on Service Use by Age and Ethnicity: Evidence From the CDC BRFSS 2007, 2009, and 2012," SAGE Open, , vol. 9(3), pages 21582440198, September.
    14. Zhan (Michael) Shi & T. S. Raghu, 2020. "An Economic Analysis of Product Recommendation in the Presence of Quality and Taste-Match Heterogeneity," Information Systems Research, INFORMS, vol. 31(2), pages 399-411, June.
    15. Voxi Amavilah & Antonio R. Andrés, 2014. "Globalization, Peace & Stability, Governance, and Knowledge Economy," Research Africa Network Working Papers 14/012, Research Africa Network (RAN).
    16. Alwang, Jeffrey & Larochelle, Catherine & Barrera, Victor, 2017. "Farm Decision Making and Gender: Results from a Randomized Experiment in Ecuador," World Development, Elsevier, vol. 92(C), pages 117-129.
    17. Yanina Welp & Ferran Urgell & Eduard Aibar, 2007. "From Bureaucratic Administration to Network Administration? An Empirical Study on E-Government Focus on Catalonia," Public Organization Review, Springer, vol. 7(4), pages 299-316, December.
    18. Brent Hammer & Helen Vallianatos & Candace Nykiforuk & Laura Nieuwendyk, 2015. "Perceptions of healthy eating in four Alberta communities: a photovoice project," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 32(4), pages 649-662, December.
    19. Nguyen Dang Tuan, Minh & Nguyen Thanh, Nhan & Le Tuan, Loc, 2019. "Applying a mindfulness-based reliability strategy to the Internet of Things in healthcare – A business model in the Vietnamese market," Technological Forecasting and Social Change, Elsevier, vol. 140(C), pages 54-68.
    20. Amine Dadoun & Michael Defoin-Platel & Thomas Fiig & Corinne Landra & Raphaël Troncy, 2021. "How recommender systems can transform airline offer construction and retailing," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 20(3), pages 301-315, June.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:apb:jaterr:2019:p:62-71. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: A/Professor Akbar A. Khatibi (email available below). General contact details of provider: https://tafpublications.com/platform/published_papers/10 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.