ACADSTAFF UGM

CREATION
Title : Utilizing Natural Language Processing in Case-based Reasoning for diagnosing and managing Schizophrenia Disorder
Author :

Dr. Sri Mulyana, M.Kom. (1) Prof. Dra. Sri Hartati, M.Sc., Ph.D. (2) Prof. Drs. Retantyo Wardoyo, M.Sc., Ph.D. (3) Prof. Drs. Subandi, M.A., Ph.D., Psikolog (4)
Date : 0 2021
Keyword : Case-based Reasoning, natural language processing, symptoms, schizophrenia Case-based Reasoning, natural language processing, symptoms, schizophrenia
Abstract : ABSTRACT. Some methods have been developed to help diagnose mental disorders and provide treatment. These methods are developed as an alternative to solve the problems of imbalance between mental health services and the number of psychiatrists/psychologists, for example CBR systems, expert systems. In most health services, the initial examination of patients with mental disorders are performed by non-specialist medical personnel. At a certain stage when the patient is unable to express the symptoms, the examining officer is required to state the conditions in daily language. Based on this condition, the paramedics will carry out the next diagnosis. In handling of Case-based Reasoning assisted diagnoses, the use of natural language as an expression of the patient's condition is not an input commonly used in the system. Hence the natural language processing model becomes symptoms is needed. In this research, natural language processing was developed to produce symptoms according to the patient’s condition. The results of this natural language processing will be inputted into a case-based reasoning system. The result of the natural language experiment using 124 data, show a precision level of 88% and a recall of 67% for the original natural language text. For normalized natural language text, it yields a precision of 92%, and a recall of 78%. This provides input to a case-based reasoning system for diagnosing the type of schizophrenia disorder and its treatment.
Group of Knowledge : Ilmu Komputer
Original Language : English
Level : Internasional
Status :
Published
Document
No Title Document Type Action
1 Utilizing Natural Language Processing in Case-based Reasoning for.pdf
Document Type : [PAK] Full Dokumen
[PAK] Full Dokumen View
2 form-L1-permohonan_penghargaan-karya-ilmiah-sudah-terbit-2021.pdf
Document Type : Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian)
Dokumen Pendukung Karya Ilmiah (Hibah, Publikasi, Penelitian, Pengabdian) View
3 UTILIZING_NATURAL_LANGUAGE_PROCESSING_IN_CASE_BASE (2).pdf
Document Type : [PAK] Cek Similarity
[PAK] Cek Similarity View
4 Universitas Gadjah Mada Mail - Acceptance Letter_ ICICEL-2012-013 Sri Mulyana.pdf
Document Type : Bukti Accepted
Bukti Accepted View
5 BUKTI KORESPONDENSI ICICEL.pdf
Document Type : [PAK] Bukti Korespondensi Penulis
[PAK] Bukti Korespondensi Penulis View