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COMPARISON OF SUPERVISED MACHINE LEARNING ALGORITHMS IN HEART FAILURE DISEASE Budiani, Jauhara Rana; Mahmudah, Nur
BAREKENG: Jurnal Ilmu Matematika dan Terapan Vol 19 No 4 (2025): BAREKENG: Journal of Mathematics and Its Application
Publisher : PATTIMURA UNIVERSITY

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/barekengvol19iss4pp2739-2750

Abstract

The heart is a vital organ in the human body that functions to pump blood throughout the body and to the lungs. The heart is located in the chest cavity. The heart is the main force that drives human life. Therefore, if there is a disturbance in heart function, this can cause a decrease in quality of life to death, one of which is heart failure. Heart failure, if not diagnosed and treated quickly, will result in death. Based on findings showing the high death rate due to heart failure, a classification is needed to predict heart failure using machine learning methods. Machine learning can help predict this disease to improve early detection and more accurate medical decision-making. This study focuses on predicting the likelihood of a patient experiencing heart failure. The machine learning algorithm method used is supervised machine learning classification, including decision trees, random forests, naïve bayes, SVM, and K-NN. The results showed that the best method for predicting heart failure was Random Forest with an accuracy of 74.35%, followed by SVM with an accuracy of 69.23%. Meanwhile, Naïve Bayes had the lowest accuracy of 51.28%. Based on these findings, Random Forest is recommended as the best method for heart failure prediction due to its ability to handle data complexity and provide more stable results. Once the best algorithm is obtained, the prediction results and early detection of heart failure will be more accurate.
PELATIHAN USAHA KESEHATAN SEKOLAH (UKS) DAN PERTOLONGAN PERTAMA PADA KECELAKAAN (P3K) GURU SEKOLAH AMAL USAHA MUHAMMADIYAH Rosyidah, Devi Usdiana; Mahmudah, Nur; Sulistyani, Sulistyani; Agustina, Tri; Lestari, Nining; Nurwaini, Setyo
Jurnal Pengabdian Masyarakat Medika Vol 5. No. 2, September 2025
Publisher : Universitas Muhamamdiyah Surakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23917/jpmmedika.v5i2.12204

Abstract

ABSTRAK Kemandirian siswa-siswi Taman Kanak-kanak (TK) dan Madrasah Ibtidaiyah (MI) masih rendah. Guru menjadi pembimbing dan pengganti orang tua saat kegiatan sekolah. Guru dituntut untuk memiliki kemampuan bidang akademik, dan non akademik berkaitan dengan kesehatan anak didik saat kegiatan di dalam dan diluar sekolah. Lingkungan sekolah sehat, ketersediaan perlengkapan kesehatan, personil guru yang kompeten dibidang Usaha Kesehatan Sekolah (UKS) dan Pertolongan Pertama Pada Kecelakaan (P3K) menjadi salah satu modal menciptakan lingkungan kondusif bagi anak didik. Guru penanggung jawab UKS sekolah Muhammadiyah tingkat TK dan MI di Kecamatan Gondangrejo belum pernah mendapatkan pelatihan khusus mengenai UKS dan P3K. Berdasarkan hal tersebut kami mengadakan pengabdian masyarakat melalui pelatihan Usaha Kesehatan Sekolah (UKS) dan Pertolongan Pertama Pada Kecelakaan (P3K) untuk Guru Sekolah Taman Kanak-Kanak dan Madrasah Ibtidaiyah Amal Usaha Muhammadiyah. Metode kegiatan berupa seminar, workshop, pembuatan buku panduan UKS, poster kesehatan, serta pembagian perlengkapan UKS dan P3K. Peserta pelatihan adalah perwakilan guru dari TK dan MI Muhammadiyah se-kecamatan Gondangrejo Kabupaten Karanganyar. Peningkatan kompetensi dapat diberikan dengan pemberian pengetahuan dan pelatihan. Nilai postes lebih tinggi dibanding nilai pretes. Menciptakan sekolah sehat merupakan tanggung jawab seluruh civitas sekolah, baik guru, siswa, karyawan sekolah, maupun orang tua siswa.   ABSTRACT The independence of kindergarten (TK) and Madrasah Ibtidaiyah (MI) students is still low. Teachers act as mentors and substitutes for parents are required to have academic and non-academic skills related to the health of students during activities. A healthy school environment, the availability of health equipment, and teaching staff who are competent in School Health Services (UKS) and First Aid (P3K) are some of the factors that contribute to creating a conducive environment for students. Teachers in charge of UKS at Muhammadiyah kindergarten and MI levels in Gondangrejo Subdistrict have never received special training on UKS and P3K. Based on this, we held a community service program through training on School Health Efforts and First Aid for Accidents for teachers. The methods used were seminars, workshops, the creation of UKS guidebooks and posters, and the distribution of UKS and P3K equipment. The training participants were teacher representatives from Muhammadiyah kindergartens and elementary schools in the Gondangrejo sub-district of Karanganyar Regency. Competency improvement can be achieved through the provision of knowledge and training. The post-test scores were higher than the pre-test scores. Creating a healthy school is the responsibility of the entire school community, including teachers, students, school employees, and parents.
Strategi Pembelajaran Islam dalam Penguatan Nilai Nilai Islam Moderat Pada Anak di Pondok Mahadul Yatama Benjeng Gresik Mahmudah, Nur; Muizzudin, M.
Jurnal Pendidikan Tambusai Vol. 9 No. 2 (2025): Agustus
Publisher : LPPM Universitas Pahlawan Tuanku Tambusai, Riau, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jptam.v9i2.31333

Abstract

Strategi adalah komponen yang ada dalam kegiatan pembelajaran. Ketika strategi yang digunakan itu baik dan sesuai maka tujuan dari pembelajaran tersebut akan tercapai. rumusan masalah yang kami angkat adalah 1) Apasaja nilai nilai islam moderat yang ada di pondok mahadul yatama benjeng gresik? 2) Bagaimana strategi pembelajaran agama islam dalam penguatan nilai nilai islam moderat pada anak di pondok mahadul yatama benjeng gresik? 3) Apa saja kendala dan upaya dalam penguatan nilai nilai islama moderat pada anak di pondok mahadul yatama benjeng gresik? Desain dalam penelitian ini menggunakan pendekatan penelitian kualitatif., Jenis penelitian adalah penelitian lapangan (field research). Untuk pendekatan penelitian adalah fenomenologi yang digunakan untuk mengeksplorasi dan mengungkap makna umum suatu konsep atau fenomena. Pengumpulan data ini menggunakan metode wawancara, observasi dan dokumentasi. Hasil penelitian menujukkan bahwa 1)Nilai nilai islam moderat di pondok mahdul yatama Benjeng Gresik ada 5 yaitu Tasamuh, Tawasuth, Adil, Jujur, Tawazun. 2). Strategi pembelajaran dalam penguatan islam moderat ada 6 yaitu Pendidikan karakter, diskusi dan dialog, study banding, kegiatan sosial, pembangunan media pendidikan, mentoring dan pembinaan. 3) Kendala meliputi keterbatasan sumber daya, pengaruh lingkungan luar, dan kesulitannya menerakapkan dalam kehidupan sehari hari dan upaya yang dilakukan meliputi meningkatkan sumber daya, penguatan pendidikan karakter, dan pengembangan program holistik.
The Effect of Leadership and Work Discipline on Employee Performance: A Study in Sinsing Dekorasi Yogyakarta Burhanudin; Rahamusa, Wafi Putra; Mahmudah, Nur
International Journal of Business and Applied Economics Vol. 3 No. 2 (2024): March 2024
Publisher : PT FORMOSA CENDEKIA GLOBAL

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55927/ijbae.v3i2.5593

Abstract

This study aims to: (1) examine the influence of leadership on employee performance; and (2) examine the effect of work discipline on employee performance. The population in this study were 37 employees of Singsing Decoration Yogyakarta. The data collection technique used a questionnaire, while the data analysis technique used multiple regression analysis. The results of the study found that leadership has a positive influence on employee performance, and work discipline has a positive influence on employee performance.
Pelatihan Pembuatan Stick & Milkshake Kelor bagi Kelompok Ibu PKK Desa Tapelan Kabupaten Bojonegoro Amreta, Midya Yuli; Mahmudah, Nur; Izza, Yogi Prana
J-ABDIPAMAS (Jurnal Pengabdian Kepada Masyarakat) Vol. 8 No. 1 (2024): April 2024
Publisher : IKIP PGRI Bojonegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30734/j-abdipamas.v8i1.1767

Abstract

ABSTRACTThe COVID-19 pandemic has had an impact on various sectors, especially in the economic sector. This also happened in areas in Bojonegoro Regency, including Tapelan Village. Tapelan village has a large area of land planted with rice and corn, there are also land or yards of residents' houses, most of which are classified as large and are also used for planting. One of the plants grown by the Tapelan community in their land is Moringa (Moringa oleifera). In the international world, the cultivation of Moringa leaves is an ongoing program. There are several nicknames for Moringa trees including The Miracle Tree, Tree For Life, and Amazing Tree. The nickname arises because the parts of the Moringa tree from leaves, fruit, seeds, flowers, bark, stems, to roots have extraordinary benefits. The goal to be achieved in this community service activity is to improve the community's economy through the PKK group of women by providing food processing training with the basic ingredients of Moringa (Moringa oleifera) into products that have a high selling value. The method used is the provision of training to PKK women in Tapelan Village, Bojonegoro Regency, which begins with prior observation of the existing potential to analyze existing conditions in the community. The third stage is providing training on the use of Moringa (Moringa oleifera) leaves. The fourth stage is evaluation and continued with manufacturing assistance after the end of the training. The result of this service activity is the preparation of Moringa leaves (Moringa oleifera) into Moringa Sticks & Moringa Milk Shake.  ABSTRAKPandemi Covid-19 menimbulkan dampak di berbagai sektor, terutama dibidang ekonomi. Hal tersebut juga terjadi di wilayah di Kabupaten Bojonegoro, termasuk Desa Tapelan. Desa Tapelan memiliki lahan yang luas yang ditanami padi dan jagung, terdapat juga lahan atau pekarangan rumah warga yang sebagian besar tergolong luas juga digunakan untuk penanaman. Salah satu tanaman yang ditanam oleh masyarakat Tapelan di lahan adalah tanaman kelor (Moringa oleifera). Di dunia internasional, budidaya daun kelor merupakan suatu program yang sedang dijalankan. Terdapat beberapa julukan untuk pohon kelor diantaranya The Miracle Tree, Tree For Life, dan Amazing Tree. Julukan tersebut muncul karena bagian pohon kelor mulai dari daun, buah, biji, bunga, kulit, batang, hingga akar memiliki manfaat yang luar biasa. Tujuan yang ingin dicapai dalam kegiatan pengabdian kepada masyarakat ini adalah meningkatkan perekonomian masyarakat melalui kelompok ibu-ibu PKK dengan memberikan pelatihan pengolahan makanan dengan bahan dasar kelor (Moringa oleifera) menjadiolahan yang mempunyai nilai jual tinggi.  Metode yang digunakan adalah pemberian pelatihan kepada Ibu-ibu PKK Desa Tapelan kabupaten Bojonegoro yang diawali dengan observasi terlebih dahulu mengenai potensi yang ada menganalisis kondisi yang ada di masyarakat.Tahap kedua sosialisasi kepada warga mengenai manfaat daun kelor (Moringa oleifera). Tahap ketiga adalah pemberian pelatihan pemanfaatan daun kelor (Moringa oleifera). Tahap keempat adalah evaluasi dan dilanjutkan pendampingan pembuatan setelah berakhirnya pelatihan.  Hasil dari kegiatan pengabdian ini adalah olahan dari daun kelor (Moringa oleifera) menjadi Stick Kelor & Milk Shake Kelor.
Konsep Koperasi Dalam Tinjauan Filsafat Hukum Ekonomi mahmudah, Nur
Qawanin: Jurnal of Economic Syaria Law Vol 6 No 2 (2022): December
Publisher : Fakultas Syariah IAIN Kediri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30762/qaw.v6i2.230

Abstract

Welfare is one of the goals of the societies that make up the state. There are various ways to fulfill it, one of which is a cooperative. A cooperative is an association of people or entities that gives people the freedom to enter and leave as members, to work together in a family manner in running a business to fulfill or improve the welfare of its members. Mohammad Hatta as the originator of Article 33 of the 1945 Constitution has formulated his philosophical thoughts about the economic system of the Indonesian nation, he emphasized that the principle of kinship is cooperatives, this law is a working effort towards the national economy. Based on these provisions, cooperatives are a constitutionally valid system. At a macro level, cooperatives are envisioned as the backbone of the Indonesian economy based on the principle of kinship to create prosperity and community welfare. In its application, many cooperatives have succeeded, but also many have failed, some have stumbled over fraud cases and so on. Based on this, the question raised in this paper is, how is the ideology, concept and legal structure of cooperatives based on law in Indonesia in terms oEf the philosophy of economic law? To analyze it, the author uses the library research method by collecting valid and relevant data and then comparing, criticizing and analyzing, to draw the right conclusions. The theory of approach is the school of utulitarianism which argues that the purpose of law is the greatest welfare for the people, and legal evaluation is carried out based on the consequences resulting from the process of applying the law. Adherents of this school consider that the purpose of law is to provide as much benefit and happiness as possible to citizens. The purpose of law according to Jeremy Bentham is to realize the greatest happiness of the greatest number, aka the purpose of legislation is to produce happiness for society. Then what about the cooperative system as a system of national economic realization, whether this system by law has fulfilled the principles of utilitarianism. The result of this research is that happiness, defined as the general welfare, must be above all individual happiness in the eyes of the constitution. The argument is that the happiness of all people involved in an event or endeavor is not the happiness of one person alone, but includes all the happiness of its members in general. The happiness of one person should not be considered more important than the happiness of another, hence like the King and subordinates should be treated equally. Thus an action or endeavor is considered good when happiness outweighs unhappiness, and the happiness of everyone involved should be treated in the same way.
Sistem Klasifikasi Tingkat Kerusakan Kunci Motor Menggunakan Random Forest dengan Hyperparameter Tuning Yuda, Jalu Wira; Audytra, Hastie; Mahmudah, Nur
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 2 (2025): April 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i2.8517

Abstract

Motorcycle key damage is often a problem for users, while the identification process still relies on technicians, which can be time-consuming and subjective. This study develops a classification system for motorcycle key damage levels using the Random Forest method with hyperparameter optimization. The dataset consists of 1,000 samples collected through observation and technician interviews, with data preprocessing using the SMOTE technique to address class imbalance. The model is trained and optimized with Random Forest using GridSearchCV and evaluated based on accuracy, precision, recall, and F1-score. The results show that the optimized Random Forest model achieves an accuracy of 85.5%, an improvement from 82% before tuning, enabling faster and more accurate identification of motorcycle key damage levels. The implementation of this system is expected to improve repair service efficiency and help users take action before the damage worsens.
Peramalan Penjualan Semen Menggunakan Metode Single Moving Average dan Double Moving Average Yuliana, Nur Lutfi; Santi, Nirma Ceisa; Mahmudah, Nur
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 3 (2025): Juni 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i3.8537

Abstract

UD. Kurnia Makmur is a shop that sells various building materials including cement. Previously, the shop UD. Kurnia Makmur still had difficulty in determining the amount of cement stock that should be provided, UD. Kurnia Makmur often also experiences shortages or excess stock due to the rise and fall of inconsistent market demand. Therefore, a forecasting method is needed that can help make better decisions in estimating the amount of cement stock that must be provided. The method used to predict cement stock in this study is the single moving average and double moving average methods. The purpose of this forecasting study is for the company to know the amount that must be provided according to consumer demand for cement sales and to know the accuracy between the single moving average and double moving average methods. Because the previous journal showed that both methods produced a MAPE of less than 10% where, it can be interpreted that if the MAPE is less than 10% then the forecast is very good. In calculating the accuracy of this study using MAD (Mean Absolute Percentage Error) and MAPE (Mean Absolute Percentage Error) using Microsoft Excel as the calculation tool. After being calculated using Microsoft Excel, the results obtained in the study were MAD of 30.72 and MAPE of 2.0% for the single moving average, while the double moving average produced MAD of 19.0 and MAPE of 1.24%.
PENDAMPINGAN PENINGKATAN KESEHATAN MENTAL PASCA PANDEMI COVID-19 Triastuti, N Juni; Sintowati, Retno; Herawati, Erna; Nurhayani, Nurhayani; Wahyu B, Sri; Agustina, Tri; Mahmudah, Nur
Martabe : Jurnal Pengabdian Kepada Masyarakat Vol 6, No 6 (2023): martabe : jurnal pengabdian kepada masyarakat
Publisher : Universitas Muhammadiyah Tapanuli Selatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31604/jpm.v6i6.2021-2026

Abstract

Kegiatan pengabdian masyarakat yang mengambil tajuk tentang penyuluhan dalam rangka peningkatan Kesehatan mental pasca pandemic COVID-19 ini dilaksanakan sebagai upaya untuk mengurangi dampak pandemic COVID-19 terutama dalam hal Kesehatan mental. Seperti diketahui bahwasanya kondisi pandemic COVID-19 yang terjadi sejak tahun 2019 menyisakan permasalahan diantaranya dikarenakan banyaknya penderita yang terkonfirmasi COVID-19 yang sedikit banyak mempengaruhi Kesehatan mental masyarakat.  Kawasan perkotaan termasuk yang terkena dampak pandemic COVID-19. Permasalahan yang dihadapi oleh TK Aisyah Bustanul Athfal adalah untuk peningkatan Kesehatan mental ini yaitu: belum adanya pengetahuan tentang peningkatan kesehatan mental pasca pandemic. Usulan yang kami tawarkan berkaitan dengan permasalahan ini, kami sebagai tim yang mengusulkan untuk memberikan penawaran terhadap pemecahan masalah tersebut dengan pemberian pendampingan peningkatan Kesehatan mental pasca pandemic. Metode pelaksanaan kegiatan meliputi penyelenggaraan pendampingan pelatihan peningkatan tentang Kesehatan mental yang meliputi pencegahan kecemasan, stress dan depresi untuk meningkatkan Kesehatan mental pada guru TK, dan walimurid.
PENGABDIAN MASYARAKAT TENTANG PENCEGAHAN PENYAKIT DAN PENGENDALIAN LINGKUNGAN PADA DENGUE HAEMORRAGIC FEVER Triastuti, N Juni; Herawati, Erna; Wahyu B, Sri; Mahmudah, Nur; Agustina, Tri
Martabe : Jurnal Pengabdian Kepada Masyarakat Vol 6, No 2 (2023): martabe : jurnal pengabdian kepada masyarakat
Publisher : Universitas Muhammadiyah Tapanuli Selatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31604/jpm.v6i2.744-750

Abstract

Sekolah Taman Kanak-Kanak (TK) Aisyah Bustanul Athfal terletak di kawasan urban perkotaan yang berada di Kartasura. Permasalahan utama berkaitan dengan kejadian beberapa murid di TK Aisyah ini yang menderita penyakit Dengue Haemorragic Fever (DHF). Selain itu berdasarkan data dari DINKES Sukoharjo pada tahun 2020 menyatakan bahwa 61 orang telah terjangkiti demam berdarah dan sudah menyebar di 12 kecamatan. Sedangkan data pada bulan Oktober 2021 ini jumlah penderita demam berdarah meningkat menjadi 164 dengan 9 orang meninggal dunia. Berdasarkan data dari DINKES Sukoharjo, kecamatan Kartasura merupakan daerah endemic demam berdarah pada tahun 2021 ini.Tujuan pengabdian masyarakat ini adalah untuk meningkatkan pemahaman orang tua wali murid pada anak usia dini agar lebih memahami pentingnya pencegahan dan pengobatan DHF agar tidak terjadi komplikasi lebih lanjut serta melakukan pengendalian lingkungan untuk mencegah penyebaran penyakit DHF.Metode pelaksanaan kegiatan adalah pemberian penyuluhan dengan metode ceramah monitoring retensi pengetahuan tentang pencegahan penyakit dan pengendalian lingkungan pada DHFKesimpulan pelaksanaan pengabdian masyarakat ini menunjukkan bahwa dengan método ceramah tentang penyakit DHF dapat meningkatkan pengetahuan wali murid dan guru tentang pencegahan, pengobatan serta pengendalian lingkungan pada penyakit DHF.
Co-Authors Aji, Oetari Zakiyah Anam, Khurul Andang Saehu, Andang Anika Candrasari Audytra, Hastie Ayu, Rakyan Wening Puspa Azzahro, Fatimah A’dilah, Anis Afkar Bakhrudin All Habsy, Bakhrudin All Burhanudin Dayanti, Fifi Devi Usdiana Rosyidah Dewajani Purnomosari, Dewajani Dewi, Sri Kumala Em Sutrisna Erika Diana Risanti Erna Herawati, Erna Fadhilla, Hana Faj’riati, Nur Alfi Khoirul Fauzi, Favian Arriella Shabri Ikmal Fetrika Anggraini, Fetrika Findawan, Geofany Hargi Fithriya, Sa’idatul Fithriyah, Sa’idatul Flora Ramona Sigit Prakoeswa Gewab, Bima Tirta Pradana Ajie Habsy, Bakhrudin Al hanifah, zulfa nur Hart, A’Ang Yuanita Hendarsyah, Tantra Pratama Ifa Khoiria Ningrum Irfani, Ulfi Islahuddin, Islahuddin Jauhara Rana Budiani, Jauhara Rana Kartikasari, Dea Dwi Kartini, Alif Yuanita Kumala, Aswa Arsa Lestari, Nining Maghfiroh, Ilmi Amalia Maharani, Maisa Maya Puspitasari, Maya Meiliana, Sherin Isna Midya Yuli Amreta Muhammad Adha Mula Agung Barata Mutmainah Mutmainah N. Juni Triastuti Ningtiyas, Amelia Rizki Nurhayani nurhayani Nurhayani, N Nurjianto Putri, Ananta Nur’aini, Zulfiana Oktafiani, Falisa Panigoro, Buyung Pelangi Eka Yuwita Povitasari, P Prasetya, Landung Wahyu Presmasitha, Bricareira Bara Putri, Erika Arista Rahamusa, Wafi Putra Ramadhani, Salsabila Putri Refsya Azanti Putri Retinovaliani, Aviolena Retno Sintowati - Riandini Aisyah Riyadi, Eka Putri Widya Arsia Rochmadina Suci Bestari Safari Wahyu Jatmiko Salsabila, Nabila Mutia Santi, Nirma Ceisa Sayekti, Nurul Cahyaning Nardi Senja, Agesti Tria Fatma Setyo Nurwaini Sinta Ningrum Sri Wahyuni Sulistyani Sulistyani Sulistyo, Ayu Indah Supraba, Intan Pratiwi Syahdiba, Natasya Maula Syamsiar, Syamsiar Tara , Irmanawati Audhina Nirmala Tri Agustina, Tri Utami, Indari Vianti, Melita Febry Wafiq, Muhammad Azzim Wahyu B, Sri Yaqin, Ahmad Ainul Yogi Prana Izza Yuda, Jalu Wira Yuliana, Nur Lutfi Yuni Prastyo Kurniati Yustina Andwi Ari Sumiwi Yuwita, Pelangi Zakki Alawi