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Expert System Technology in Implementation of K-Means Clustering Algorithm in Patients with Tuberculosis at Cut Meutia Hospitals North Aceh Eva Darnila; Mutammimul Ula; Mauliza; Iwan Pahendra; Ermatita; Hardi, Richki
Mulia International Journal in Science and Technical Vol 2 No 1 (2019): August
Publisher : Universitas Mulia

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Abstract

Technology in detecting potential drop out tuberculosis (TB) in Cut Meutia hospital and Health Office plays a great role and has been very important. This is seen from the increasing number of patients who could not be cured succesfully and who do not care about TB which will have fatal consequences on their health. In addition, the main cause of the increase in the number of potential drop out TB patients is because of the lack of awareness of the community, especially the middle economic level family of the danger of TB disease as seen from the irregular treatment that they have and the continued smoking habit. In this study, an expert system was used to diagnose patients with potential Drop Out tuberculosis who were then diagnosed into the cluster of each TB patient using the K-Means algorithm. The system implementation in the expert system is that the initial symptoms include the question of whether the patient has cough with phlegm for 2-3 weeks or more (yes), has the patient been treated with TB drugs less than 1 month (no), experienced no appetite and nausea. From the results of these symptoms, there are diagnoses of New Patients, Pulmonary BTA (-) / Ro (+), with sub-acute level having moderate severity and duration, the severity can reduce the health status of the patient, the patient is eventually expected to recover and totally recovered the disease does not develop into a chronic disease. The results of this expert system would be entered into the K-Means clustering. The test results of the k-means clustering algorithm with K = 3 (C1, C2, C3). with initial centroid values of m1: C1, 5, 5, 5, 5, 5, 5 and m_2: C2, 3, 3, 3, 3, 3, with patient p1 with the value of each cluster (C1) = 6.928, ( C2) = 2.828, C3 = (4). For the closest cluster value is C2, then the BCV (Between Cluster Variation) calculation value is 19,596, and the WCV (Within cluster Variation) value is 144. Then the ratio value is 0.136. The result of the iteration -3 can be stopped because it does not experience the movement of the clusters and the clusters have been optimal. The results of this system can classify patients for each village and sub-district area so that the Hospital officials and the Health Office can directly monitor potential drop out TB patients and can facilitate the Head of Office/region in handling clustered TB patients using K-Means. Furthermore, in the coming years, it can be used as a tool in taking preventive measures.
Tingkat Pengetahuan dan Sikap Sebelum dan Setelah Penyuluhan tentang PHBS pada Siswa SD Negeri 13 Blang Mangat Aprillya, Asri; Khairunnisa, Cut; Mauliza
Jurnal Ilmiah Manusia Dan Kesehatan Vol. 6 No. 1 (2023): Jurnal Ilmiah MANUSIA DAN KESEHATAN
Publisher : FAKULTAS ILMU KESEHATAN UNIVERSITAS MUHAMMADIYAH PAREPARE

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31850/makes.v6i1.1634

Abstract

Healthy Lifestyle is one of the main focuses that the government pays attention to in improving the health status of the Indonesian people. There needs to be a behavior change to improve this Healthy Lifestyle. Health education is one way to increase knowledge that will affect a person's attitude. The purpose of this study was to determine the level of knowledge and attitudes before and after counseling about Healthy Lifestyles in students of SD Negeri 13 Blang Mangat. This research is a quasi-experimental research with a total sample of 52 people. The sampling technique used was total sampling. Measurements were made using a questionnaire consisting of knowledge and attitudes about Healthy Lifestyle. The results of this study indicate that the majority of respondents before the counseling had a low level of knowledge, namely 40.4%, and increased to good as much as 84.6% after being given counseling. The majority of students' attitudes before counseling were carried out were 51.9% enough and increased to good as much as 53.8% after counseling. Data analysis using the Wilcoxon test. The results of statistical analysis showed p value <0.05. This study concludes that there are differences in the level of knowledge and attitudes of students before and after being given counseling about Healthy Lifestyle at SD Negeri 13 Blang Mangat.
THE INFLUENCE OF THE NUMBER OF POPULATION, THE NUMBER OF POOR POPULATION, NUMBER OF LABOR FORCES AND GROWTH RATE OF GRDP PERCAPITA OF ACEH PROVINCE Mauliza; Murtala; Hendra Raza
International Conference on Health Science, Green Economics, Educational Review and Technology Vol. 4 (2022): International Conference on Health Science, Green Economics, Educational Review and T
Publisher : Universitas Efarina

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54443/ihert.v4i.264

Abstract

The study examined the effect of population, the number off poor people, and the number of labor forces on the growth rate of GRDP percapita of Aceh Province. This study used time-series data obtained from the central Bureau of Statistic for Aceh province in 2007-2020. The data analysis method used was multiple linear regression analysis using the ECM (Error Correction Model) model approach with the help of Eviews 10. The results of the partial study showed that the population had a positive and significant effect on the growth rate of GRDP percapita of Aceh Province, the number of poor people had no positive and insignnificant effect on the growth rate of GRDP percapita, and the number of labor forces had no positive and insignificant effect of GRDP percapita of Aceh Province. Simultaneously, the population, the number of poor people and the number of labor forces had a positive and significant effect on the growth rate of GRDP percapita of Aceh Province.
APPLICATION OF MACHINE LEARNING IN PREDICTING CHILDREN'S NUTRITIONAL STATUS WITH MULTIPLE LINEAR REGRESSION MODELS Mutammimul Ula; Ananda Faridhatul Ulva; Mauliza; Muhammad Abdullah Ali; Yumna Rilasmi Said
Multica Science and Technology Vol 2 No 2 (2022): Multica Science and Technology
Publisher : Universitas Mulia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47002/mst.v2i2.363

Abstract

Forecasting is an important part of making plans and making decisions that can predict future events. Forecasting techniques in this study used multiple linear regression. This study aims to predict the number of cases of child nutritional status in children in each region. The purpose of this study was to see the results of predicting the number of children's nutritional status in each region and to make it easier to predict children's nutrition. The research method includes the analysis of the system built and the design of machine learning applications using the Multiple Linear Regression method. Then the system built can help predict the nutritional status of children in Aceh quickly, precisely, and accurately. The data used is data on the nutritional status of children in 2018, 2019, and 2020. Based on the results of forecasting for 2021 based on data obtained in previous years, the predicted results of total nutritional status in 2021 are 449,0912126. The results of this study indicate that the linear regression method obtains the best model results by being able to predict the implementation of machine learning.
PENGEMBANGAN LKPD BERBASIS STEAM PADA MATERI LARUTAN PENYANGGA Siregar, Peni Rahmadani; Mauliza; Oktaviani, Coryna
KATALIS: Jurnal Penelitian Kimia dan Pendidikan Kimia Vol 7 No 1 (2024): Katalis: Jurnal Penelitian Kimia dan Pendidikan Kimia
Publisher : Universitas Samudra

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33059/katalis.v7i1.10833

Abstract

This research is motivated by the large use of textbooks as teaching materials, where teachers rely on textbooks without utilizing teaching materials to support the success of the teaching and learning process. This study aims to determine the need, feasibility, practicality, and attractiveness of STEAM-based worksheets on the developed buffer solution material. This research is development research, the method used in this research is the Research and Development (R & D) method with the ADDIE model, analysis, desaigh, development, implementation, and evaluation. However, the implementation and evaluation stages were not carried out. The research instrument used was a questionnaire consisting of needs analysis sheets, material and media feasibility, practicality and attractiveness. The feasibility of the media and material was validated by validators, namely 2 chemistry education lecturers at Samudra University, practicality was assessed by 5 chemistry teachers at SMAN 2, 4, and 5 Langsa, and attractiveness was assessed by 30 students at SMAN 2, 4, and 5. Feasibility validity data were analyzed using the Aiken's V formula, while teacher and student responses were analyzed using a Likert scale. The results of the study showed that chemistry teachers needed STEAM-based worksheets on buffer solution material. The STEAM-based LKPD Feasibility Questionnaire developed obtained an average percentage of Aiken's V of 0.76% with a valid category. Teacher response questionnaires on STEAM-based LKPD are in very practical criteria with an average score of 92.5% and student response questionnaires get an average score of 97%. So it can be concluded that the STEAM-based LKPD developed is suitable for use in learning.
تطوير وسيلة تعليم اللغة العربية اعتمادا على سباركول محرر الفيديو Mauliza; Syukran
'ARABIYYA: JURNAL STUDI BAHASA ARAB Vol. 9 No. 2 (2020): Arabiyya: Jurnal Studi Bahasa Arab
Publisher : Sekolah Tinggi Agama Islam Negeri (STAIN) Teungku Dirundeng Meulaboh Aceh Barat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47498/arabiyya.v9i2.442

Abstract

يهدف هذا البحث إلى تطوير وسيلة تعليم اللغة العربية اعتمادا على محرر الفيديو حتى يصبح التعليم أكثر فعالا ومثيرا للإهتمام. وأما منهج البحث المقدم هو البحث الوصفي الكمي بطريقة البحث والتطوير (R&D). وتتم تقنيات جمع البيانات من خلال المقابلات والاستبيانات والملاحظة. وقد تم إجراء تحليل البيانات التقنية باستخدام الإحصائيات الوصفية. تظهر نتائج البحث أن جدارة وسيلة التعليم المعتمد علىمحرر الفيديو لمادة اللغة العربية عند الخبراء الوسائل والخبراء المواد جدارة جدا. و تحصل نتائج التحقق على درجة نسبة مئوية ٪ 93، بالنسبة إلى نتيجة التدقيق عند خبراء الوسائل. وتحصل على درجة ٪ 100، بالنسبة إلى نتيجة التدقيق عند خبراء المواد. وجميع نتائج التلخيص للاستبيان في مرحلة التحقق من صحة المنتج لها معايير جدارة جدا
Pengaruh Media Audio Visual Dan Kompetensi Pedagogik Guru Terhadap Aktivitas Belajar Siswa SMA Negeri 1 Bandar Khalifah Mauliza; Nasution, Herry Syahbannuddin; Parinduri, Sari Atika
At-Tarbiyah: Journal of Islamic Religious Research and Education Vol. 2 No. 1 (2024): At-Tarbiyah: Journal of Islamic Religious Research and Education
Publisher : STAI Tebing Tinggi Deli

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Abstract

The research aims to find out about "The influence of audio-visual media and teacher pedagogical competence on the learning activities of students at SMA Negeri 1 Bandar Khalifah".Audio visual learning media is a learning media that can create a pleasant atmosphere because students like watching learning videos.Pedagogical Competencies Mastering the characteristics of students Mastering learning theories and principles of educational learning Curriculum development Learning activities that educate developing potential students communication with students Assessment and evaluation.Learning activities are learning processes carried out by teachers in such a way as to create active students asking questions, questioning and putting forward ideas. Martimis Yamin explained that learning activities are students' efforts in the learning process to build knowledge within themselves. In the learning process there are changes and improvements in the quality of abilities such as having the courage to ask questions, expressing opinions, listening to the teacher's explanations well, and doing assignments on time. Learning activities are principles or principles that are very important in teaching and learning interactions. In other words, there is no learning if there is no activity, because in principle learning is doing.  
Kwashiorkor dengan Crazy Pavement Dermatosis Venanda, Natasya; Mauliza
Inovasi Kesehatan Global Vol. 2 No. 2 (2025): Mei : Inovasi Kesehatan Global
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62383/ikg.v2i2.1544

Abstract

Kwashiorkor is a form of protein energy malnutrition (MEP). Malnourished toddlers have short and long term effects, in the form of impaired growth and development, including impaired cognitive function, morbidity, risk of degenerative diseases in later life and death. The male patient aged 1 year and 2 months was brought by his parents to the emergency room of Cut Meutia Hospital on Tuesday, June 4, 2024 at 20:07 WIB with complaints of swelling on both backs of legs and hands and face. On the antopometric examination on the first day of treatment, the patient's nutritional status was found to be poor. Patients are given malnutrition management which is divided into 3 phases, namely stabilization, transition and rehabilitation.   Kata kunci: Antropometri, Kwashiorkor, Malnutrisi Energi Protein
Hubungan Pola Asuh Ibu dengan Status Gizi Balita 12-59 Bulan Di Kecamatan Banda Sakti Mauliza; Harvina Sawitri; Desti, Meltri Rahma
Jurnal Ilmiah Manusia Dan Kesehatan Vol. 6 No. 1 (2023): Jurnal Ilmiah MANUSIA DAN KESEHATAN
Publisher : FAKULTAS ILMU KESEHATAN UNIVERSITAS MUHAMMADIYAH PAREPARE

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31850/makes.v6i1.1957

Abstract

The nutritional status of children under five is still a challenge for all levels of society, especially health workers. Globally in 2019, around 144 million children under 5 years of age worldwide suffer from stunting, two-thirds of whom live in WHO Africa and the Southeast Asia region. The percentage of nutritional status in Indonesia, especially in Aceh, is still fluctuating. Although it has decreased to 17.7%, the percentage of nutritional status of children under five has not reached the expected target of 17%. One of the factors related to the nutritional status of children under five is the parenting style of parents, especially mothers. This study aims to determine the relationship between maternal parenting and the nutritional status of children under five in the working area of ​​the Banda Sakti Health Center. The research method used a cross-sectional design, with mothers who had toddlers aged 12-59 months as respondents. The results of the study using the chi square test showed that there was a relationship between maternal parenting consisting of feeding, environmental sanitation/hygiene, and health services with toddlers aged 12-59 months in the working area of ​​Banda Sakti Health Center, Lhokseumawe City in 2022 with p <0 ,05. The result of this study indicate that there is a relationship between maternal parenting which consists of feeding, hygiene/hygiene and environmental sanitation, and health services in the working area of ​​the Banda Sakti Public Health Center, Lhokseumawe City.
Peningkatan Ketahanan Pangan Melalui Hidroponik Wick Syistem Di Desa Blok 31 Kecamatan Gunung Meriah Sebagai Upaya Pencegahan Stunting Safril Maulida; Sahirman; Laode Irdana; Mauliza; Salumaiyah; Nariza Yanti; Intan Badola; Halimah; Teuku Nih Farisni
MEUSEURAYA - Jurnal Pengabdian Masyarakat Vol. 4 No. 1 (Juni 2025)
Publisher : Pusat Penelitian dan Pengabdian Kepada Masyarakat STAIN Teungku Dirundeng Meulaboh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47498/meuseuraya.v4i1.3622

Abstract

Stunting remains a critical health issue in Indonesia, particularly in regions with limited access to nutritious food. This research aims to strengthen food security through the implementation of Wick system hydroponic technology in Blok 31 Village, Gunung Meriah District, as a stunting prevention measure. The program was conducted over 30 days using participatory action research methods, involving collaboration between the KKN team, village officials, and local community members. The program implementation consisted of three phases: (1) socialization and problem identification, (2) training and hydroponic system construction, and (3) monitoring and evaluation. Results indicated that the Wick system hydroponic technology was successfully adopted by the community due to its ease of implementation and cost-effectiveness. This system enables independent production of vegetables and fruits in limited spaces, increasing household access to nutritious food. The program contributes to strengthening local food security and stunting prevention efforts through sustainable access to nutritious food supplies.