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All Journal Tadris: Jurnal keguruan dan Ilmu Tarbiyah Humano: Research Journal Poltekita : Jurnal Ilmu Kesehatan Abdimas Universal Journal of Applied Engineering and Technological Science (JAETS) Jurnal Mandala Pengabdian Masyarakat Indonesian Journal of Health Sciences Research and Development (IJHSRD) PENGABDI: Jurnal Hasil Pengabdian Masyarakat PROFESSIONAL HEALTH JOURNAL ETNIK : Jurnal Ekonomi dan Teknik Jurnal Pendidikan dan Profesi Keguruan Online Learning in Educational Research Seminar Nasional Pengabdian Kepada Masyarakat Ash-Shahabah: Jurnal Pendidikan dan Studi Islam INOVASI: Jurnal Hasil Pengabdian Masyarakat Internet of Things and Artificial Intelligence Journal Teknovokasi : Jurnal Pengabdian Masyarakat Jurnal Pendidikan Terapan Vokatek : Jurnal Pengabdian Masyarakat Information Technology Education Journal International Journal of Environment, Engineering, and Education Journal of Embedded Systems, Security and Intelligent Systems Jurnal Ilmiah Kesehatan Mandala Waluya Jurnal Sipakatau: Inovasi Pengabdian Masyarakat Journal of Progressive Information, Security, Computer and Embedded System Jurnal MediaTIK Journal of Computers, Informatics, and Vocational Education AT-TAKLIM: Jurnal Pendidikan Multidisiplin Jurnal MEKOM: Media Komunikasi Pendidikan Kejuruan Media Elektrik UNM Journal of Technology and Vocational Jurnal MediLab Mandala Waluya
Sanatang
Universitas Negeri Makassar
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Journal : Poltekita : Jurnal Ilmu Kesehatan

 1 
Digital Variation of Machine Learning Through Basic Diagnostic Test Application Approach: an Integrative Literature Review Sanatang, Sanatang; Ismail, Muhammad Aqmal
Poltekita : Jurnal Ilmu Kesehatan Vol. 17 No. 3 (2023): November
Publisher : Poltekkes Kemenkes Palu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33860/jik.v17i3.3355

Abstract

Electronic Medical Records (EMRs) are digital applications of machine learning models that function to receive and store clinical data related to medical information for the purposes of basic clinical diagnostic tests. The integrative review aims to provide a synthesis of new findings from several articles on EMRs for the early detection of basic clinical diagnoses with a variety of existing populations. Using four databases, we reviewed 11 articles. All authors involved review abstracts and full text according to predetermined criteria. The selected articles are then integrated into the publication quality assessment matrix, further included in machine learning algorithms for diagnostic determination of the disease. Reviewed articles are excluded in the form of artificial intelligence. The PRISMA flowchart identified 1962 articles and the final selection found 11 articles. Circulating system networks dominate machine learning models (66.6%). The study netted an average population of 490.5 and the artificial intelligence system managed to detect 9 body systems from different body systems.  A total of 11 articles were selected, more than half of which were  Caucasian (80.90%) and white (72.95%), but only 1 article was represented by Caucasian ethnicity, while white race was almost in every article. African-American and Black racial groups were in the middle position at 29.95% and 17.50%. The racial representation with the least percentage below  10% was  Hispanic and Asian (6.10% and 2.17%). This machine learning has proven to be very accurate for detecting disease diagnoses in  hospital, other health clinics. Therefore, the further development of this application for the purpose of establishing clinical diagnosis precisely and accurately.
Co-Authors Abdul Muis Mappalotteng Abdul Wahid Abdul Wahid Abdul Wahid Achmad Chaerul Rosiqin. Z Adiba, Fhatiah Adilah Eka Putri Agusnaya, Nurrahmah Agustiah Agustiah Agustiah Ahmad Nurfauzan Ajul Manabi Tinulu Akbar, Muh. Akhyar Muchtar Al Imran Alimuddin Sa'ban Miru Alimuddin Sa’ban Miru Amukune, Stephen Anas Arfandi Andi Baso Kaswar Andi Baso Kaswar Arifiyanti, Fitria Armayani Asdaqul Khair Asfani Yuhadi Ashari, Hilda Aulyah Zakilah Ifani BAKHRANI RAUF Charles Luis Yaas Della Fadhilatunisa Dewi, Shabrina Syntha Dhetryansah, Andi Dian Sasmita Dinda Hummayra Dinda Hummayra Dirawan, Gufran Darma Dwi Hastuti Hidayat Dyah Vitalocca Erwin Azizi Jayadipraja, Erwin Azizi Fajar B, Muhammad Fardan, Muhammad Fardila Santi Fatahillah, Fatahillah Fathahillah Fathahillah Fathahillah Fathahillah Fauziah Lana, Nur Firdaus Firdaus Firdayanti Firmansyah Firmansyah S Fitri Rachmilah Fadmi Gerung, Jumartin Gowa, Srijadi Harifuddin Haripuddin . Hasrul Bakri Hasrul Bakri Helni Idhul Sawitra Lajambu Indra Restu Irmayni Saripa Yustia Irvanshah Irvanshah Irwandi Irwansyah Suwahyu Ismail, Muhammad Aqmal Iwan Suhardi Jamila Jamila Jamila Jumadi Mabe Parenreng Karim, Sugeng A. Kartini, Sapril Kholik Prasojo Kurnia Prima Putra Lavicza, Zsolt Leniarti Ali Lisnawati Lisnawati Lu'mu M Zulfikar Ilham M, Trisman M, Wahyu Hidayat M. Miftach Fakhri M. Zulfiqar Ilham Mangesa, Riana T Marseylah Marwan Ramdhany Edy Massikki, Massikki Matius Rimbe Matius Rimbe Muhammad Fajar B Muhammad Hasan Z Muhammad Idris Arif Muhammad Nurfauzi Muhammad Riska Muhammad Syafaat Ilsyah Muhammad Yahya Mustari S. Lamada Nadiah Nadiah Nadiah Nasti Nazaruddin Nazaruddin Nur Safitri Nurfuadiah, Hasni Nurhidayah Azis Nurjannah, Elma Nurul izzati inayah Nurul Mukhlisah Abdal Octavia, Suci Anita Oktavia, Elin Pattiroi, Muhammad Nauval Purnama, Titi Purnamasari, Wa Ode Gustiani Purnamawati Purnamawati Qadratillah, Dyah Rasyid, Sri Anggarini Rezky Wulandari Balulu Riana T. Mangesa Riana T. Mangesa Ridwan Daud Mahande Ruslan Satria Gunawan Zain Satriani Syarif Serly Setialaksana, Wirawan - Shabrina Syntha Dewi Sherina Indah Sidin, Udin Sidiq Sintia Wulandari Sitti Masriwati Soeharto Soeharto Suci Regisca Aulia Rahmadani Sugeng A. Karim Sugeng A. Karim Suhartono Sulaiman, Dwi Rezky Anandari Sunarsih Syafaa, Sitti Nur Syamsidah Syamsidah, Syamsidah Syawal Abdurrahman Teguh, Ririn Titi Purnama Tjandi, Yunus Toto Surianto Trisnawarti Ode Udin Sidik Sidin Ulfah Khairul Nissa Ummy Sri Mulyani Vicha Nur Fathanah Vinni Melfionita Vinni Melfionita Wa Ode Hartati Wahyu Djuddah Wahyu Hidayat M WAHYUDI Waino Wiwik Sutami Wiwik Sutami Yayu Sri Rahayu Yuhadi, Asfani Yuliastri, Wa Ode Zainuddin Zainuddin Zainuddin Zainuddin Zainuddin, Zainuddin Zulhajji Zulhajji, Zulhajji Zulvita