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Sri Widodo
Universitas Gadjah Mada
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Journal : PELS (Procedia of Engineering and Life Science)

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Implementation of the Support Vector Machine Method for Early Detection of Stunting Based on Anthropometric Features Widodo, Sri; Sulistiyanti, Anik; Yuliana , Anan
Procedia of Engineering and Life Science Vol. 6 (2024): The 3rd International Scientific Meeting on Health Information Management (3rd ISMoHI
Publisher : Universitas Muhammadiyah Sidoarjo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21070/pels.v6i0.1951

Abstract

Stunting describes chronic undernutrition during the growth and development period from the beginning of life. This situation is represented by a z-score for height for age (TB/A) less than -2 standard deviation (SD). The current method used to detect stunting in toddlers is to use KMS. The way to do this is to weigh the under-fives every month, the weighing results are recorded in the KMS, and between the points of weight from last month's weighing results and the results of this month's weighing are connected with a line. The series of child growth lines forms a child growth chart. This procedure is of course less effective. Based on these problems, the research conducted is the Implementation of the Support Vector Machine Method for Early Detection of Stunting Based on Anthropometric Features. The SVM method consists of a training process as system learning and testing to obtain classification results. The parameter tests carried out are lambda, complexity, and maximum iteration tests. The data used in this study were 90 data which were divided into 2 classes, namely stunting toddlers and normal toddlers. The SVM algorithm is a linear classification method, so it uses the kernel to deal with nonlinear data. The final results of this research produce the highest average accuracy of 86% λ = 10, C = 1, itermax = 200 and also use polynomial kernels. Comparison of the results of the classification of child stunting with the help of midwives shows that the system produces good accuracy
Computerized Website-Based Health Recording of Pregnant Women Arif, Yunita Wisda Tumarta; Astutik, Kiki; Widodo, Sri; Farida, Siti
Procedia of Engineering and Life Science Vol. 6 (2024): The 3rd International Scientific Meeting on Health Information Management (3rd ISMoHI
Publisher : Universitas Muhammadiyah Sidoarjo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21070/pels.v6i0.1970

Abstract

Posyandu is a forum for community empowerment to obtain basic health services, one of which is controlling the health of pregnant women by recording health in a register book. These records are used as a guide for pregnant women and as a reference for midwives to control the health of pregnant women during pregnancy until delivery. Currently, it is still found that recording is carried out manually, namely written in the register book of pregnant women. This results in the data not being able to be read properly, as well as data processing being difficult and the resulting reports being inaccurate. This research aims to design and build a website-based computerized system for recording and processing pregnant women's health data which is expected to speed up and make it easier for cadres and midwives in the process of recording, data processing and reporting. This type of research is descriptive research using observation and interview data collection methods and using a cross sectional approach. The subjects in this research were cadres and midwives, while the object of this research was recording and processing data on pregnant women. Using the System Development Life Cycle (SDLC) system development method, namely the system design and creation process as well as the methodology used to develop the system.Computerized websitebased health records for pregnant women were built using the PHP programming language and a MySQL database with input data for pregnant women, staff data (cadres and midwives), and examination data. The resulting output is a pregnant woman's report, an officer's data report, a monthly examination data report and a chart of the development of pregnant women. This system can be accessed by cadres, midwives and pregnant women. Cadres can enter and edit data on pregnant women, officer data, examination data and reports. Midwives can edit and add examination data and view all reports. Meanwhile, pregnant women can see their own history of examination data
Co-Authors - Shobirun ., Sufriadin Abdul Jabar, Muhamad Adhasari, Gayatri Adi Maulana, Adi Adi Tonggiroh Aditya, Dzulkifli Agung C., Budiarto Tedy Agus Didit Haryanto -, Agus Didit Haryanto Agus Riyanto Ahmad Faisal Akhmad Akhmad Akhmad Muttaqin Ali Akbar Alvionita, A. Febbi Amalia Noviyanti Amir Syarifudin, Amir Amir, Muh. Karnoha Amir, Muhamad Karnoha Amirullah, Rusman Andri, Fadli Andrian Nuriza Johan, Andrian Nuriza Anik Sulistiyanti Any Suryantini Apriliandita, Denita Teza Ayu Ardana, Rifal Arif Fadllullah Arif, Yunita Wisda Tumarta Arifin, Mubdiana Arikah, Titi Arumansawang, Andi Aryanti Virtanti Anas Astutik, Kiki Azijah, Izattul Aziz , Syahrul Fatchul Bagiya Bagiya Bakri, Hasbi Bakri, Suriyanto Bayu Purnomo, Lucky Bobihu, Sufran Taufik Budi Wiratno, Budi Budiarti, Ika Niswatin Budiman, Agus Ardianto Castana, Castana Chayati, Nurul Dedy Harto Defidelwina Denny Agustiningsih Deswita, Kurnia Dhina Puspasari Wijaya, Dhina Puspasari Djamaluddin . Dwidjono Hadi Darwanto Eddy Mulyadi Edi Sunjayanto Masykuri, Edi Sunjayanto Elsi Dwi Hapsari Elvira, Elis Faiz, Mifta Achmad Faizuddin, Mohammad Falirat, Naomi Fauzi, Mohammad Reza Febrianti, Marsela Fitri Fitri Fitri Haryanti Getut Pramesti Gunawan, Syahrul Gutama, Deden Hardan Hafram, Anshariah Hairyanti, Rizka Hanny Hafiar Harwan Harwan Hasnur, Zool Kurniawan Hatta, Asta Arjunoarwan Hattu, Sendy Hazairin Zubair, Hazairin Heman Pailak Herman Sudiman Herman Sudirman Hermawan, Dudi Hermawan, Dudi Husniah, Nia I Gusti Bagus Wiksuana I WAYAN BUDIASA Iim, Dede Iim, Dede Ilma Sarimustaqiyma Rianse Imai, Akira Indarwati Indarwati Irham, Irham Irzal Nur, Irzal Jamhari, Jamhari Jangkung Handoyo Mulyo Januar Isnaini, Vina Jayadi, Adi Jefri, J Johanes Hutabarat Julita, Ika Justitia Junaedi Setiyono Kadar, Muhammad Ilham Kambu, Megawati Kasbani, Kasbani Kasbani, Kasbani Khoirul Mustofa Koichiro Watanabe, Koichiro Kurnia Herawati, Venta Kusuma Putri, Ratih Hardini La Ode Dzakir Lakahing, Marthen Yacob Lestari Rahayu Waluyati Long, Zalizah Awang Lukman Hakim M Imran, A ma'rief, Al’Faizah Machmudah, Machmudah maryatun maryatun Masyhuri (Masyhuri) Masyhuri Masyhuri Muhammad Baiquni Muhammad Darmawan, Diki Muhammad Ramli Musri, Musri Nabila, Muthia Nani dkk. Mulyaningsih Natalia, Tia Nawir, Alfian Nikmatul Khayati Nisa, Anita Khoiru Nugroho, M.S.Priyono Nur Ainun Nur Alam Fajar Nur Asmiani Nur Rakhma, Alifia Wahyu Nurfadli Nurfadli Nurhayati Nurhayati Nurliah Jafar Nurliah Jafar, Nurliah Nurlianti Dahliar, Nurlianti Nurwasikto, Arif Nurwaskito, Arif Okto Ivansyah Pandini, Sapitri Paramarti, Prajna Fawwaza Alya Paryanti, Atik Budi Permana, Aang Panji Prastika, Anjar Prastowo, Wahit Desta Purwanto . Putri, Yusfida Aulia Qaidahiyni, Nirmana Fiqra Rahmawati, Nur Rizka Ratna Purnama Sari Raya, Alia Bihrajihant Refanti Resa Nirmala Jona Rini Novrianti Sutardjo Tui Rizki Amalia Rony, Zahara Tussoleha S. Tui, Rini Novrianti Sabbina, Fauziah Asma Santoso, Muhammad Rendi Saputra, Wiwin Sari, Devi Pramita Sasilani, Resni Senja Rum Harnaeni Shobirun - Siti Farida Slamet Hartono Soedjono, Sri Kadarsih Soetoyo, Soetoyo Soetoyo, Soetoyo Sougi, Widhia Sri Peni Wastutiningsih Sudar Sudar Sufriadin, Sufriadin Sugiarti Sugiarti Suhanto, Edi Suhanto, Edi Sukardin, Sukardin Sulaeman, Bambang Sulaeman, Bambang Sulartiningrum, Sri Sumardi, Edy Sumardi, Edy sumarno, eni ernawati Suminah Suminah, Suminah Sunarru Samsi Hariadi Suparmi Suparmi Suryadi, Tatang Suryanih, Suryanih Susilo Widiyantoro Sutanto Sutanto Syaiful Hidayat, Syaiful Tamri, Tamri Tateng Sukendar Tri Budi Wahyuni Rahardjo, Tri Budi Wahyuni Trisiwi Wahyu Widayati Tusino Tusino, Tusino Uli, Mariati Ulva Ria Irvan Ulya, Izzatil Usman, Arfa Utamakno, Lakon Utami, Amalia Putri van Leeuwen, Theo Veni Purnama Sari, Veni Purnama Wahyu Wibawa, Wahyu Wahyudin Wahyudin Wahyuni, Nilam Winda Amelia Wicaksono, Andika Bayu Winarsih, Kandhi Tri Windyaningsih, Cicilia Wulandari, Yenita Wulansari, Harvini Xander Salahudin Yogi La Ode Prianata Yosepha, Sri Yanthy Yuliana , Anan Yuliavina, Denna Yunita Wisda Tumarta Arif