Claim Missing Document
Check
Articles

Found 3 Documents
Search

Dark Portrait of Domestic Violence: A Case Study of Domestic Violence Victims in Binjai, North Sumatra Ningsih, Dewi Melia; Anggraini, Dinda; Hartini, Hartini; Khairunnisa, Khairunnisa; Marlina, Marlina; Sarah, Sase Annaina; Andrayani, Shela; Suzanna, Ella
Jurnal Psikologi Terapan Vol 7 No 2 (2024)
Publisher : Program Studi Psikologi Fakultas Kedokteran Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/jpt.v7i2.16937

Abstract

Domestic violence (DV) against women is a form of abuse that has severe physical and psychological consequences for victims. This study aims to explore the experiences of DV victims in Binjai, North Sumatra, and the psychological and physical impacts they endure. The research employs a qualitative approach with a case study method. The subject of this study is a female DV victim who shared her experiences of violence inflicted by her husband, resulting in physical, psychological, and social changes in her daily life. The findings indicate that the victim suffers from psychological trauma, including anxiety, fear, and sleep disturbances, as well as physical effects such as bruises and hair loss. The violence also leads to decreased social interaction, causing the victim to become isolated from her surroundings. This study highlights the importance of women's empowerment, social support, and medical assistance for DV victims, as well as the need for intervention from authorities and relevant institutions to protect women's rights. The study's implications emphasize the necessity of both preventive and curative measures against DV cases and greater attention to women's protection within households.
Comparing Decision Tree and Support Vector Machines in Hospital Satisfaction Anggraini, Dinda; Gamayanto, Indra; Wibowo, Sasono
Journal of Applied Informatics and Computing Vol. 9 No. 2 (2025): April 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i2.9203

Abstract

Patient satisfaction is a key indicator of hospital service quality. This study compares the performance of Decision Tree and Support Vector Machine (SVM) in classifying patient satisfaction at Harapan Hospital Magelang for service optimization. The dataset, derived from a 2024 survey, consists of 577 samples and 13 predictor variables, covering patient demographics and medical service aspects. Preprocessing includes data cleaning, normalization, encoding, and class balancing using SMOTE. The Decision Tree is applied with gini impurity and max_depth=11, while SVM uses the RBF kernel (C=100, gamma=0.01). Model evaluation metrics include accuracy, precision, recall, F1-score, and ROC-AUC.Results show that Decision Tree outperforms SVM, achieving 86% accuracy vs. 81%. It also has 86% precision and 95% recall for the Dissatisfied category, higher than SVM (93% recall). The McNemar test confirms a statistically significant performance difference (p-value = 0.037). With higher accuracy and interpretability, Decision Tree is recommended as the primary method for hospital patient satisfaction analysis. These findings support the development of an adaptive classification system for Indonesian healthcare data.
PENERAPAN PENDIDIKAN AKHLAK DALAM PEMBINAAN KEPRIBADIAN ISLAMI PADA REMAJA MUSLIM DI DESA SEKIP KECAMATAN LUBUK PAKAM KABUPATEN DELI SERDANG Anggraini, Dinda
Taushiah: Jurnal Hukum, Pendidikan dan Kemasyarakatan Vol 13, No 2 (2023): Taushiah: Jurnal Hukum, Pendidikan dan Kemasyarakatan
Publisher : Fakultas Agama Islam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30743/taushiah.v13i2.9142

Abstract

Tujuan penelitian ini yakni, pertama untuk mengetahui bagaimana Penerapan Pendidikan Akhlak dalam Pembinaan Kepribadian Islami Pada Remaja Muslim di Desa Sekip dapat tercapai. Kedua, untuk mengetahui apakah ada kendala dalam mengatasi permasalahan hingga Penerapan Pendidikan Akhlak dalam Pembiinaan Kepribadian Islami Pada Remaja Muslim di dapat tercapai. Ketiga, untuk mengetahui usaha atau solusi apa yang telah dilakukan oleh orang tua dan Pemerintah Desa dalam mengatasi permasalahan hingga Penerapan Pendidikan Akhlak dalam Pembinaan Kepribadian Islami Pada Remaja Muslim di Desa Sekip dapat tercapai. Jenis penelitian ini adalah kualitatif. Di mana metode pengumpulan data yaitu dengan cara observasi, wawancara, dan dokumentasi, lokasi penelitian ini adalah di Desa Sekip Kecamatan Lubuk Pakam Kabupaten Deli Serdang. Berdasarkan hasil penelitian dengan mewawancarai beberapa narasumber, penerapan pendidikan akhlak dalam pembinaan kepribadian pada remaja muslim di Desa Sekip telah berjalan sesuai dengan apa yang diharapkan. Keterlibatan remaja dari Desa Sekip pada permasalahan tersebut sudah sangat berkurang dan jarang ditemui. Menurut narasumber yaitu Bapak Rahmat selaku Kepala Desa per Maret tahun 2023 ia menyatakan bahwa Pemerintah Desa Sekip telah berhasil menyelesaikan permasalahan tersebut berkat kerja sama antara pemerintah desa dengan seluruh lapisan masyarakat.