Sistem Pakar Dalam Mendiagnosis Penyakit Leishmaniasis Menerapkan Metode Case-Based Reasoning (CBR)

Asyahri Hadi Nasyuha, Yohanni Syahra, Moch Iswan Perangin-Angin, Dedi Rahman Habibie, Aloysius Agus Subagyo

Abstract


Leishmaniasis caused by protozoa of the genus Leishmania, is one of the neglected zoonoses. Sand flies (mosquitoes) of the genus Phlebotomus transmit Leishmaniasis. Leishmaniasis has attacked 98 countries and is widespread in tropical, subtropical and Mediterranean regions. Because it primarily affects endemic areas in developing countries, which often have dense populations, malnutrition, poor sanitation, and a lack of human resources for disease control, prevention, and treatment, leishmaniasis is considered a neglected tropical disease. Leishmaniasis is one of the neglected tropical diseases, it is based on the low level of public awareness and scarcity of funds for research to develop effective disease control methods. Leishmaniasis is a difficult condition to treat because the general public is not well aware of it. Based on these problems, an expert system for the diagnosis of leishmaniasis was studied. An expert system is a program that can simulate the thought process of a computer expert and solve problems that are usually handled by experts. Knowledge stored in expert systems is often obtained from human subject matter experts. By using the help of expert systems and calculations carried out using the Case-Based Reasoning (CBR) approach, this study aims to facilitate the diagnosis of Leishmaniasis based on the patient's perceived input. Approach (CBR) can facilitate diagnosis then produce more precise diagnostic results. The test results with the Case-Based Reasoning approach found that the type of disease Cutaneous Leishmaniasis had the highest similarity value with a similarity value of 73%.

Keywords


CBR; Leishmaniasis; Expert System

Full Text:

PDF

References


I. D. K. K. Widana and A. Hilmawan, “Urgensi Pencegahan dan Pengendalian Risiko Infeksi Leishmaniasis atas Kontingen Garuda di Lebanon,†J. Kesehat. Lingkung. Indones., vol. 18, no. 1, p. 34, 2019, doi: 10.14710/jkli.18.1.34-41.

A. Oryan and M. Akbari, “Worldwide risk factors in leishmaniasis,†Asian Pac. J. Trop. Med., vol. 9, no. 10, pp. 925–932, 2016, doi: 10.1016/j.apjtm.2016.06.021.

D. Gebremichael Tedla, F. H. Bariagabr, and H. H. Abreha, “Incidence and Trends of Leishmaniasis and Its Risk Factors in Humera, Western Tigray,†J. Parasitol. Res., vol. 2018, 2018, doi: 10.1155/2018/8463097.

World Health Organization, “Control of the leishmaniases.,†World Health Organ. Tech. Rep. Ser., no. 949, pp. 22–26, 2010.

N. M. Abd El-Salam, S. Ayaz, and R. Ullah, “PCR and microscopic identification of isolated Leishmania tropica from clinical samples of cutaneous leishmaniasis in human population of kohat region in khyber Pakhtunkhwa,†Biomed Res. Int., vol. 2014, 2014, doi: 10.1155/2014/861831.

F. Ekawasti and E. Martindah, “Awareness of the existence of Leishmaniasis as Protozoan Zoonosis in Indonesia,†Indones. Bull. Anim. Vet. Sci., vol. 30, no. 2, pp. 79–90, 2020, doi: 10.14334/wartazoa.v30i2.2511.

A. Fadli, “Sistem Pakar Dasar,†pp. 1–8, 2010.

M. J. Tobin, “Asthma, Airway Biology, and Nasal Disorders in AJRCCM 2003,†Am. J. Respir. Crit. Care Med., vol. 169, no. 2, pp. 265–276, 2004, doi: 10.1164/rccm.2312011.

A. Sianturi, “Sistem Pakar Diagnosa Kerusakan Mesin Jahit Janome Menggunakan Metode Variable Centered Intelligent Rule System (VCIRS) dan Naïve Bayes,†Resolusi Rekayasa Tek. Inform. dan Inf., vol. 1, no. 3, pp. 201–208, 2021.

S. W. Nasution, N. A. Hasibuan, and P. Ramadhani, “Sistem Pakar Diagnosa Anoreksia Nervosa Menerapkan Metode Case Based Reasoning,†Konf. Nas. Teknol. Inf. dan Komput., vol. I, no. 1, pp. 52–56, 2017.

M. Nugraheni, “Rancangan Case-Based Reasoning Menggunakan Sorenson Coefficient,†vol. 6, no. 1, pp. 612–616, 2012.

S. Fidyaningsih, F. Agus, and D. cahyadi, “Sistem Pakar Diagnosa Penyakit Kucing Menggunakan Metode Case-Based Reasoning,†Pros. Semin. Ilmu Komput. dan Teknol. Inf. ISSN 2540 – 7902 Vol., vol. 1, no. 1, pp. 113–119, 2016.

Faza Akmal and Sri Winiarti, “Sistem Pakar Untuk Mendiagnosa Penyakit Lambung Dengan Implementasi Metode CBR (Case-Based-Reasoning) Berbasis Web,†J. Sarj. Tek. Inform., vol. 2, no. 1, pp. 119–129, 2014.

D. A. Kusuma and C. Chairani, “Rancang Bangun Sistem Pakar Pendiagnosa Penyakit Paru-Paru Menggunakan Metode Case Based Reasoning,†J. Inform. dan Elektron., vol. 6, no. 2, pp. 57–62, 2015, doi: 10.20895/infotel.v6i2.74.

I. Muzakkir and M. H. Botutihe, “Case Based Reasoning Method untuk Sistem Pakar Diagnosa Penyakit Sapi,†Ilk. J. Ilm., vol. 12, no. 1, pp. 25–31, 2020, doi: 10.33096/ilkom.v12i1.506.25-31.

M. S. Amonius Asmin Hardi Saputra Gulo1, “Perancangan Aplikasi Sistem Pakar Mendiagnosa Penyakit Hemofilia Pada Manusia Menerapkan Metode Case Based Reasoning,†J. Pelita Inform., vol. 6, no. 3, pp. 278–283, 2018.

A. H. Nasyuha, “Implementasi Teorema Bayes Dalam Diagnosa Penyakit Ayam Broiler,†vol. 4, pp. 1062–1068, 2020, doi: 10.30865/mib.v4i4.2366.

M. Zunaidi, U. Fatimah, S. Sitorus, and A. H. Nasyuha, “Analisis Teorema Bayes Dalam Mendiagnosa Penyakit Tanaman Pisang,†vol. 5, pp. 1302–1308, 2021, doi: 10.30865/mib.v5i4.3225.

A. H. Nasyuha, M. I. Perangin Angin, and M. M. Marsono, “Implementasi Dempster Shafer Dalam Diagnosa Penyakit Impetigo Pada Balita,†J. Media Inform. Budidarma, vol. 4, no. 3, p. 700, 2020, doi: 10.30865/mib.v4i3.1901.

W. O. Anggraeni and Y. Nurdian, “Penyakit Tropis yang Terabaikan: Leishmaniasis Donovani,†Res. Gate, no. October, p. 6, 2018.

L. Tomassone et al., “Neglected vector-borne zoonoses in Europe: Into the wild,†Vet. Parasitol., vol. 251, no. December 2017, pp. 17–26, 2018, doi: 10.1016/j.vetpar.2017.12.018.

G. Santos-Gomes, S. Gomes-Pereira, L. Campino, M. De Almeida Araújo, and P. Abranches, “Performance of immunoblotting in diagnosis of visceral leishmaniasis in human immunodeficiency virus-Leishmania sp.-coinfected patients,†J. Clin. Microbiol., vol. 38, no. 1, pp. 175–178, 2000, doi: 10.1128/jcm.38.1.175-178.2000.

M. A. Irfandi, A. Romadhony, and S. Saadah, “Implementasi Sistem Pakar Diagnosa Penyakit Gigi Dan Mulut Menggunakan Metode Hybrid Case-Based Dan Rule-Based Reasoning,†no. January, 2015, doi: 10.21108/indosc.2015.19.

S. Muzid, “Teknologi Penalaran Berbasis Kasus (Case Based Reasoning) Untuk Diagnosa Penyakit Kehamilan,†Semin. Nas. Apl. Teknol. Inf., vol. 2008, no. Snati, pp. 1907–5022, 2008.




DOI: https://doi.org/10.30865/mib.v7i2.6057

Refbacks

  • There are currently no refbacks.


Copyright (c) 2023 JURNAL MEDIA INFORMATIKA BUDIDARMA

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.



JURNAL MEDIA INFORMATIKA BUDIDARMA
Universitas Budi Darma
Secretariat: Sisingamangaraja No. 338 Telp 061-7875998
Email: mib.stmikbd@gmail.com

Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 International License.