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All Journal ComEngApp : Computer Engineering and Applications Journal Bulletin of Electrical Engineering and Informatics Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Inspiratif Pendidikan Jurnal Teknologi Informasi dan Ilmu Komputer Journal of Information Systems Engineering and Business Intelligence KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Sistemasi: Jurnal Sistem Informasi Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control UICELL Conference Proceeding Jurnal Sains dan Informatika JURNAL ILMIAH INFORMATIKA Hearty : Jurnal Kesehatan Masyarakat JOURNAL OF SCIENCE AND SOCIAL RESEARCH Jurnal Biomedika dan Kesehatan Psikologi Konseling: Jurnal Kajian Psikologi dan Konseling Journal of Electronics, Electromedical Engineering, and Medical Informatics Jurnal Pengabdian Kepada Masyarakat (Mediteg) Health Information : Jurnal Penelitian International Journal of Advances in Data and Information Systems Jurnal Teknik Informatika (JUTIF) Journal of Applied Data Sciences JOURNAL LA MEDIHEALTICO Journal of Gender and Social Inclusion in Muslim Societies MAHESA : Malahayati Health Student Journal Fitrah: Journal of Islamic Education Jurnal Kolaboratif Sains Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) Journal of Data Science and Software Engineering Jurnal Pengabdian Kepada Masyarakat Itekes Bali JUKEJ: Jurnal Kesehatan Jompa Jurnal Informatika Polinema (JIP) Jurnal Ilmiah Kesehatan Mandala Waluya Jurnal Kesehatan Masyarakat Perkotaan Indonesian Journal of Electronics, Electromedical Engineering, and Medical Informatics Holistik Jurnal Kesehatan
Fatma Indriani
Program Studi Ilmu Komputer, Fakultas Matematika Dan Pengetahuan Alam, Universitas Lambung Mangkurat, Indonesia
Religion Agriculture, Biological Sciences & Forestry Humanities Biochemistry, Genetics & Molecular Biology Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Veterinary Other

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Optimizing Input Window Length and Feature Requirements for Machine Learning-Based Postprandial Hyperglycemia Prediction Maulana, Muhammad Rafly Alfarizqy; Indriani, Fatma; Abadi, Friska; Kartini, Dwi; Mazdadi, Muhammad Itqan
Journal of Electronics, Electromedical Engineering, and Medical Informatics Vol 8 No 1 (2026): January
Publisher : Department of Electromedical Engineering, POLTEKKES KEMENKES SURABAYA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35882/jeeemi.v8i1.1401

Abstract

Continuous glucose monitoring systems currently generate alerts only after blood glucose thresholds are breached, limiting their utility for proactive diabetes management. Predicting postprandial glucose excursions before they occur requires determining the optimal amount of historical data and identifying which features contribute most to prediction accuracy. This study systematically evaluates how the length of the pre-meal observation window and feature composition affect machine-learning predictions of hyperglycemia events 60 minutes after eating. We analyzed 1,642 meal events from 45 adults wearing continuous glucose sensors, constructing features from pre-meal glucose trajectories, meal macronutrients, time of day, and health status. Four observation windows (15, 30, 45, 60 minutes) and three feature sets (all features, glucose-only, meal-only) were evaluated using Random Forest, XGBoost, and CatBoost with 5-fold group cross-validation. CatBoost with a 30-minute window achieved the best performance: 72.6% F1-macro, 79.6% accuracy, and 64.0% recall for hyperglycemia detection. Extending windows beyond 30 minutes did not yield consistent benefits, whereas 15-minute windows yielded comparable results. Glucose trajectory features alone retained 94% of full model performance (68.5% F1-macro), whereas meal composition alone proved insufficient (59.4% F1-macro). These findings demonstrate that recent glucose history dominates short-term prediction, enabling practical real-time systems with minimal data requirements. A 30-minute observation window with glucose and meal features offers an effective balance between prediction accuracy and system responsiveness.
Analisis Faktor Yang Berhubungan Dengan Perilaku Safety Riding Sepeda Motor Siswa/I MAN 2 Langsa: Analysis of Factors Related to Motorcycle Safety Riding Behavior of Students at MAN 2 Langsa Daffa Dhiba Oesraini; Fatma Indriani
Jurnal Kolaboratif Sains Vol. 9 No. 1: Januari 2026
Publisher : Universitas Muhammadiyah Palu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56338/jks.v9i1.10065

Abstract

Perilaku Safety Riding menjadi faktor utama Kecelakaan lalu lintas yang membahayakan keselamatan para pengguna jalan, sehingga perilaku Safety Riding yang melibatkan transportasi darat belakangan ini menjadi perhatian yang serius. Tujuan penelitian ini untuk mengetahui faktor yang berhubungan dengan perilaku Safety Riding sepeda motor siswa/i MAN 2 Langsa. Metode penelitian yang digunakan kuantitatif dengan pendekatan cross-sectional. Besar sampel dalam penelitian ini 96 responden. Analisa data yang digunakan analisis univariat dan bivariat dengan menggunakan uji chi-square. Hasil penelitian menunjukkan terdapat hubungan jenis kelamin (p-value= 0,024 < 0,05), hubungan tingkat stress (p-value= 0,001 < 0,05), hubungan kepemilikan SIM (p-value= 0,004 < 0,05), hubungan peran teman sebaya (p-value= 0,000 < 0,05). Disarankan disarankan agar siswa laki-laki dan perempuan lebih meningkatkan sikap kehati-hatian saat berkendara, siswa/i mengelola stres dengan baik sebelum mengendarai kendaraan, siswa yang sudah cukup usia sebaiknya segera mengurus SIM secara resmi, siswa hendaknya lebih selektif dalam bergaul dan tidak mudah terpengaruh ajakan negative.
STRES AKADEMIK SEBAGAI PREDIKTOR KESEHATAN MENTAL PADA MAHASISWA FKM UIN SU Indriani, Fatma; Fadilah, Sylva Qamara Nur
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 8, No 4 (2025): November 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jssr.v8i4.4992

Abstract

Abstract: Mental health among young people is receiving increasing attention. This study aims to determine the relationship between academic stress levels and mental health among students at the Faculty of Public Health, State Islamic University of Medan (UIN SU). The method used was a quantitative correlational survey approach. Data were obtained from 131 students at the Faculty of Public Health, State Islamic University of Medan (UIN SU), using incidental sampling. The measurement tools used were the Perceived Academic Stress Scale (PASS) and the Brief Mental Health Inventory (BMHI-12). Regression analysis was used. The results showed a negative effect of academic stress on mental health among students at the Faculty of Public Health, State Islamic University of Medan (UIN SU Medan), with an effective contribution of 19.3%. These findings demonstrate the importance of stress management strategies in higher education environments to maintain student mental well-being..Keyword: Mental Health; Collage Students; Academic Stress.Abstrak: Kesehatan mental pada generasi muda semakin mendapat perhatian. Penelitian ini bertujuan untuk mengetahui hubungan antara tingkat stres akademik dengan kesehatan mental pada mahasiswa FKM UIN SU. Metode yang digunakan adalah kuantitatif korelasional dengan pendekatan survei. Data diperoleh dari 131 orang mahasiswa FKM UIN SU yang diambil dengan teknik incidental sampling. Alat ukur yang digunakan yaitu Perceived Academic Stress Scale (PASS) dan Brief Mental Health Inventory (BMHI-12)). Teknik analisis data yang digunakan adalah uji regresi. Hasil penelitian menunjukkan terdapat pengaruh negatif dari stress akademik terhadap Kesehatan mental pada mahasiswa FKM UIN SU Medan dimana sumbangan efektif yang diberikan sebesar 19,3%. Temuan ini menunjukkan pentingnya strategi manajemen stres di lingkungan pendidikan tinggi untuk menjaga kesejahteraan mental mahasiswa.Kata kunci: Kesehatan Mental; Mahasiswa; Stres Akademik.
CARING FOR THE EARTH AND HEALING STUDENTS THROUGH THE SYNERGY OF ISLAMIC ECOTHEOLOGY AND COUNSELING IN WASTE EDUCATION Ashar, Yulia Khairina; Indriani, Fatma; Iqbal, M.; Safira, Putri; Lauchan, Agil Maritho
Journal of Gender and Social Inclusion in Muslim Societies Vol 6, No 2 (2025): Journal of Gender and Social Inclusion in Muslim Societies (JGSIMS)
Publisher : Pusat Studi Gender dan Anak

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30829/jgsims.v6i2.26522

Abstract

The issue of waste is a very pressing matter that requires serious attention because it has a direct impact on the environment, health, and the sustainability of human life. This study aims to increase the knowledge and attitudes of Islamic boarding school students. The objective of the study is to improve knowledge and attitudes to care for and heal Islamic boarding school students through the synergy of Islamic ecotheology and counseling in waste education. The type of research used in this study is quasi-experimental research with a one-group pretest-posttest design. This study involved 30 santri who were selected purposively based on recommendations from the pesantren. The statistical test used was the Paired Sample t-Test with the help of JASP version 16 computer software. The results of this study show that interventions in the form of counseling can significantly improve the knowledge and attitudes of santri regarding Islamic ecotheology and waste management in pesantren. The Wilcoxon test results showed a significant increase in knowledge (p < 0.001), while the Paired Sample t-Test showed an increase in attitude from an average score of 26.60 on the pretest to 36.10 on the posttest with a p-value < 0.001. This confirms that counseling not only improves conceptual understanding but also encourages positive attitude changes that have the potential to continue in real behavior in maintaining the cleanliness and sustainability of the pesantren environment.
Pengaruh Edukasi Media Poster Terhadap Peningkatan Pengetahuan Masyarakat Mengenai STBM Di Wilayah Kerja Puskesmas Bandar Senembah Indriani, Fatma; Ramadhanu, Suhada; Tarigan, David Brando Pratama; Daulay, Rangga Muriansyah; Zaki, Ahmad; Gunawan, Muhammad Khair; Aulia, Rizky Gunadi
JUKEJ : Jurnal Kesehatan Jompa Vol 4 No 4 (2025): JUKEJ: Jurnal Kesehatan Jompa
Publisher : Yayasan Jompa Research and Development

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57218/jkj.Vol4.Iss4.2196

Abstract

Sanitasi Total Berbasis Masyarakat (STBM) merupakan pendekatan strategis dalam meningkatkan kesehatan lingkungan melalui perubahan perilaku masyarakat. Namun, masih banyak wilayah di Indonesia yang belum sepenuhnya memahami dan menerapkan lima pilar STBM secara menyeluruh. Penelitian ini bertujuan untuk mengetahui pengaruh edukasi menggunakan media poster terhadap peningkatan pengetahuan masyarakat mengenai STBM di wilayah kerja Puskesmas Bandar Senembah. Jenis penelitian ini adalah pra-eksperimen dengan desain one group pre-test and post-test. Penelitian pra-eksperimen dengan desain one group pre-test and post-test ini bertujuan menganalisis pengaruh edukasi menggunakan media poster terhadap peningkatan pengetahuan masyarakat mengenai Sanitasi Total Berbasis Masyarakat (STBM) di wilayah kerja Puskesmas Bandar Senembah.  yang melibatkan 52 responden menggunakan teknik accidental sampling. Data dikumpulkan melalui kuesioner tertutup yang telah diuji validitas dan reliabilitasnya, kemudian dianalisis menggunakan uji Wilcoxon. Penelitian melibatkan 52 responden yang dipilih melalui teknik accidental sampling. Pengumpulan data dilakukan menggunakan kuesioner tertutup yang telah diuji validitas dan reliabilitasnya, dengan pengukuran pengetahuan dinyatakan secara konsisten dalam skor pengetahuan. Analisis data menggunakan uji Wilcoxon menunjukkan adanya peningkatan rata-rata skor pengetahuan dari 4,02 pada pre-test menjadi 8,98 pada post-test, dengan nilai p = 0,000 (p < 0,05). Hasil ini membuktikan bahwa edukasi melalui media poster efektif dalam meningkatkan pengetahuan masyarakat tentang STBM. Media poster berperan sebagai sarana visual yang membantu penyampaian informasi secara jelas dan mudah dipahami, sehingga mendukung peningkatan pemahaman masyarakat terhadap lima pilar STBM dan penguatan upaya promosi kesehatan lingkungan.
Faktor-Faktor Yang Berhubungan Dengan Kelelahan Kerja Pada Pemanen Buah Kelapa Sawit Di Perkebunan Pt.Gruti Lestari Pratama Mandailing Natal: Factors Related to Work Fatigue in Oil Palm Fruit Harvesters at the PT. Gruti Lestari Pratama Mandailing Natal Plantation Anggi Cahya Utari; Fatma Indriani
Jurnal Kolaboratif Sains Vol. 9 No. 2: Februari 2026
Publisher : Universitas Muhammadiyah Palu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56338/jks.v9i2.10206

Abstract

Kelelahan kerja merupakan masalah kesehatan yang serius bagi pemanen kelapa sawit karena dapat menurunkan efisiensi kerja, meningkatkan risiko kecelakaan, dan berdampak negatif terhadap produktivitas. Pemanen kelapa sawit di PT. Gruti Lestari Pratama menghadapi berbagai tantangan fisik seperti mengangkat tandan buah sawit yang mencapai 25-30 kg, melakukan gerakan berulang, dan bekerja dalam kondisi cuaca ekstrem dengan target produksi 2-3 ton per hari. Penelitian ini bertujuan untuk mengetahui faktor-faktor yang berhubungan dengan kelelahan kerja pada pemanen buah kelapa sawit di perkebunan PT. Gruti Lestari Pratama Mandailing Natal, khususnya hubungan antara umur, beban kerja, status gizi, dan masa kerja dengan tingkat kelelahan kerja. Penelitian ini menggunakan metode kuantitatif dengan desain observasi analitik dan pendekatan cross-sectional. Populasi penelitian adalah seluruh pemanen buah kelapa sawit yang bekerja di PT. Gruti Lestari Pratama Mandailing Natal berjumlah 180 orang. Teknik pengambilan sampel menggunakan probability sampling dengan rumus Lemeshow. Penelitian dilaksanakan pada bulan Maret sampai Mei 2025 di Kabupaten Mandailing Natal, Provinsi Sumatera Utara. Hasil analisis menunjukkan bahwa semua variabel yang diteliti memiliki hubungan positif dengan kelelahan kerja. Variabel umur menunjukkan hubungan sangat kuat dengan koefisien korelasi (r) = 0,003 dan p-value = 0,977. Beban kerja memiliki hubungan positif dengan r = 0,028 dan p-value = 0,781. Status gizi menunjukkan hubungan kuat dan positif dengan r = 0,044 dan p-value = 0,661. Masa kerja memiliki hubungan sangat kuat dan positif dengan r = 0,024 dan p-value = 0,807. Terdapat hubungan yang signifikan antara umur, beban kerja, status gizi, dan masa kerja dengan kelelahan kerja pada pemanen buah kelapa sawit di PT. Gruti Lestari Pratama Mandailing Natal.
MANAGEMENT OF HAZARDOUS AND TOXIC WASTE (B3) AT MENTAL HOSPITAL X IN MEDAN CITY Siregar, Siti Romaito; Indriani, Fatma; Masyithah, Ruhul; Batubara, Rini Warahmah; Putri, Adelia; Harahap, Dwi Adelia Putri
HEARTY Vol 14 No 2 (2026): APRIL
Publisher : Fakultas Ilmu Kesehatan, Universitas Ibn Khaldun, Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32832/hearty.v14i2.21839

Abstract

Management of hazardous and toxic medical waste (B3) in hospitals is an important aspect in efforts to maintain environmental safety and public health. This study aims to determine the flow of B3 medical waste management at Mental Hospital X, Medan City, which includes the stages of waste sorting, storage, and transportation. This type of research is descriptive observational with a cross-sectional approach, using secondary data from the Environmental Sanitation Installation for the period January–September 2025. The results of the study indicate that the overall management of B3 medical waste is not optimal and does not meet standards. The sorting stage has not been carried out based on the type of waste, where all waste (sharp, soft, pharmaceutical) is mixed without labeling. The storage stage at the Temporary Storage Place (TPS) for B3 medical waste also does not meet design requirements, such as the building is not closed, not watertight, not equipped with hazard symbols, and emergency facilities. Although transportation has collaborated with a licensed third party (PT X), the risk remains due to the transported waste being mixed and not properly sorted. In conclusion, Mental Hospital X has critical non-conformities in the management of B3 medical waste. Therefore, fundamental improvements, especially in sorting at source and renovation of TPS, are urgent to reduce the risk of contamination and environmental impacts.
Co-Authors Abdilah, Muhammad Fariz Fata Abdul Azis Abdullayev, Vugar Achmad Rizal Afifa, Ridha Ahmad Rusadi Arrahimi - Universitas Lambung Mangkurat) Ahmad Rusadi Arrahimi - Universitas Lambung Mangkurat) Ahmad Zaki Al Habesyah, Noor Zalekha Amini, Aisah Ananda, Zahra Andi Farmadi Andi Farmadi Anggi Cahya Utari Anshari, Muhammad Ridha Ansyari, Muhammad Ridho Arianti, Tiara Aryanti, Agustia Kuspita Ashar, Yulia Khairina Asti, Rahmah Dwi Astuti, Yeni Ayu Astuty, Delfriana Ayu Athavale, Vijay Annant Aulia, Rizky Gunadi Azizah, Azkiya Nur Badali, Rahmat Amin Baharuddin Siregar, Baharuddin Baron Hidayat Barus, Nency Utami Br Batubara, Rini Warahmah Berutu, Marwiyah Br Barus, Nency Utami br Damanik, Cici Rahayu Carolina, Ayu Daffa Dhiba Oesraini DALIMUNTHE, NADIYAH RAHMA Darmansyah, Rendi Daulay, Rangga Muriansyah Dendy Fadhel Adhipratama Dendy Dewi Sri Wahyuni, Dewi Sri Difa Fitria Dodon Turianto Nugrahadi Dwi Kartini Dwi Kartini, Dwi Effendi, Khairunnisa Fadilah, Sylva Qamara Nur Fahira Ramadhani Saragih Fahmi Setiawan Fairudz Shahura Faisal, M. Reza Faisal, Mohammad Reza Fajrin Azwary Fitriani, Karlina Elreine Friska Abadi Ghinaya, Helma Gunawan, Muhammad Khair Gustara, Rizki Asih Hafizah, Rini Harahap, Dwi Adelia Putri Harahap, Helma Denisah Hasyimi , Ali Hayati, Sera Br Hermiati, Arya Syifa Herteno, Rudi Heru Kartika Chandra I Gusti Ngurah Antaryama Ichwan Dwi Nugraha Ihsan, Muhammad Khairi Iqbal, M. Irwan Budiman Irwan Budiman Lauchan, Agil maritho Lilies Handayani Lubis, Masruroh M. Apriannur M. Khairul Rezki Mahmud Mahmud Mahmudah, Kunti Masyithah, Ruhul Maulana, Muhammad Rafly Alfarizqy Mawandri, Dwi Mohammad Mahfuzh Shiddiq Muhammad Alkaff Muhammad Itqan Mazdadi Muhammad Nadim Mubaarok Muhammad Reza Faisal, Muhammad Reza Muhammad Ridha Maulidi Muliadi Muliadi Muliadi Aziz Nafiz, Muhammad Fauzan Nita Arianty Nofi Susanti Nurhayani nurhayani Nurhayati Octavia, Mayang Dwi Oni Soesanto P., Chandrasekaran Patrick Ringkuangan Prastya, Septyan Eka Purnajaya, Akhmad Rezki Putra Apriadi Siregar Putri Maimunah Putri, Adelia Radityo Adi Nugroho Ramadhanu, Suhada Rapotan Hasibuan Riadi, Agus Teguh Risma, Ade Ritonga, Egril Rehulina Rizian, Rizailo Akfa Rizky, Muhammad Miftahur Rozaq, Hasri Akbar Awal Rudy Herteno rusmining, rusmining Safira, Putri Salianto Salianto, Salianto Saputro, Setyo Wahyu Saragih, Triando Hamonangan Satou, Kenji Sa’diah, Halimatus Selvia Indah Liany Abdie Siregar, Nurul Syahputri Siregar, Siti Romaito Soesanto, Oni Sri Rahayu Suci Wulandari Sugiyarto Surono, Sugiyarto Tarigan, David Brando Pratama Triyoolanda, Anggun Umar Ali Ahmad Utami, Tri Niswati Wahyu Caesarendra Wardana, Muhammad Difha Wati, Desi Indriani Rahma Wijaya Kusuma, Arizha Yabani, Midfai YILDIZ, Oktay Yulia Khairina Ashar Yunida, Rahmi Zahra, Fairuz Zakwan, M. Hadin Zali, Muhammad Zata Ismah Zida Ziyan Azkiya