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Optimization of Tracking Algorithm on Mouse Movement Monitoring Platform in Medical Testing
Ibrahim, Sutrisno
; Rohmani, Rahmat
; Hariyono, Joko
; Rahutomo, Faisal
; Wiyono, Nanang
; Yudhani, Ratih
Accurate monitoring of mouse behavior in the Elevated Plus Maze (EPM) is essential for anxiety-related biomedical research, yet manual observation is time-consuming, subjective, and prone to human error. This study proposes an optimized automated tracking framework that integrates YOLOv8 detection with tracking methods including an adaptive Kalman Filter and DeepSORT, and compares them with conventional trackers such as CSRT and GOTURN. System performance was evaluated using Intersection over Un...
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Inovasi Desalinasi Terpadu untuk Kemandirian Air Bersih dan Ketahanan Pangan di Desa Pesisir: KolaborasiPetani, BUMDes, dan Tempat Ibadah: Integrated Desalination Innovation for Clean Water Independence and Food Security in Coastal Villages: Collaboration Farmers, Village-Owned Enterprises, and Places of Worship
Irawansah, Opi
; Susanti, Susanti
; Ma’ruf, Anwar
; Nurwibowo, Fajar
; Hikmawati, Isna
; Sapundani, Rum
; Almahdi, Nuh
; Miftah, Rasyid
; Rizkya, Dayna
; Zaqia Alwi, Myra
; Putri Maulida, Nandita Vitarin
; Nurwibowo, Fajar
Ujung Alang Village, located in Kampung Laut Subdistrict, Cilacap Regency, is a coastal area facing critical challenges in freshwater availability due to seawater intrusion and limited access to clean water sources. This condition affects domestic needs, sanitation, and the productivity of local agriculture. The Kosabangsa 2025 Program was implemented as a strategic effort to enhance water self-sufficiency and food security through the application of solar-powered Reverse Osmosis (RO) desalinati...
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Exploring Serum Bilirubin as a Potential Biomarker for Primary Open-Angle Glaucoma
Total bilirubin (TBIL) functions as a natural antioxidant, and its levels tend to decrease with increasing oxidative stress, including in glaucoma tissue. This study aims to explore the relationship between total serum bilirubin levels and the severity of primary open-angle glaucoma (POAG). A total of 25 POAG patients and 25 control subjects further divided into aged >60 years and ≤60 years from the Glaucoma Clinic of the Universitas Sumatera Utara Hospital and its affiliated hospitals were i...
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Comparative Analysis of Manual and Electronic Medical Record Data Quality at Panti Waluyo Yakkum Hospital, Surakarta
Nurfika, Nurfika
; Wulandari, Sri
; Iskandar, Dwi
; Nurfika, Nurfika
; Wulandari, Sri
; Iskandar, Dwi
MEDIKA TRADA : Jurnal Teknik Elektomedik Polbitrada
Vol 7
, No 1
(2026)
The quality of medical record data is an important component in supporting the quality of health services, decision making, and continuity of patient services. This study aims to compare the quality of manual and electronic medical record data based on the completeness of the discharge summary at Panti Waluyo Yakkum Hospital, Surakarta. The research method used a comparative quantitative design with a cross-sectional approach on 756 samples, consisting of 378 manual medical records and 378 elect...
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Evaluating Behavior-Driven Metrics in Gamified Hybrid Environments: A Structural Analysis Approach
Henka Bayu Seta
; Zatin Niqotaini
; Sarika Afrizal
; Theresiawati
; Artika Arista
; Rapolo Joshua Napitupulu
; Muhammad Ibrahim Al Farisi
Despite the widespread adoption of gamification in higher education, a significant research gap remains regarding the structural pathways through which specific game elements influence psychological drivers and academic success in hybrid settings. This study addresses this by evaluating the impact of badges, points, progress bars, and leaderboards on student motivation and outcomes using a quantitative approach with a sample of 437 university students in Indonesia. Data were analyzed using Parti...
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A data analytics driven digital supervision model for enhancing school counselors’ competencies in the era of technological transformation
This study addresses the need to enhance school counselors’ professional competencies through innovative supervision approaches in the era of digital transformation. The study aimed to develop and validate a data analytics-based digital supervision model for school counseling using a mixed-methods design. The quantitative phase involved 150 school counselors whose competencies were measured using a validated scale (Cronbach’s ? = .89). Results showed a significant increase in competency scores f...
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Analysis of Factors Affecting the Length of Postoperative Patient Care at RSUD Bung Karno Surakarta
-, Dyah Ayu Pitaloka
; Wulandari, Sri
; Widyoko, Aries
; Ayu Pitaloka, Dyah
; Wulandari, Sri
; Widyoko, Aries
MEDIKA TRADA : Jurnal Teknik Elektomedik Polbitrada
Vol 7
, No 1
(2026)
A health service facility is a tool and/or place used to carry out health service efforts, both promotive, preventive, curative and rehabilitative. Hospitals must pay attention to the quality and safety of patients. One of the indicators of the quality of hospital inpatient services is Length of Stay (LOS). This study aims to analyze the factors that affect the Length of Stay (LOS) of postoperative patients at Bung Karno Hospital Surakarta and determine the most dominant factors. The research me...
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Analysis of Cardiac Arrhythmia Detection Using Spectrograms and Convolutional Neural Networks (CNN) for Nursing Care
MEDIKA TRADA : Jurnal Teknik Elektomedik Polbitrada
Vol 7
, No 1
(2026)
Cardiac arrhythmia is a leading cause of sudden death, requiring rapid detection in emergency department nursing care. Manual interpretation of electrocardiograms (ECGs) is often time-consuming and prone to human error. This study aims to develop a lightweight and accurate automated arrhythmia classification system using a deep learning approach. The proposed method transforms one-dimensional ECG signals into two-dimensional visual representations in the form of spectrograms using the Short-Time...
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From wisdom to life satisfaction: Unpacking the mediating role of gratitude
Adolescents’ life satisfaction is an important indicator of subjective well-being and has been associated with better mental health and academic adjustment. This study examined the effect of wisdom on life satisfaction among high school students and tested gratitude as a mediator of this relationship. A quantitative cross-sectional design was employed using simple mediation analysis (PROCESS Macro Model 4). The participants were 544 high school students in Semarang, selected through random sampl...
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Integrating cognitive, narrative, and taluba into ALIVE counseling model for passive suicidal ideation: An NIH stage 1A study
Passive suicidal ideation among university students is increasingly assoc1Ated with depression, hopelessness, loneliness, and elevated suicide risk. However, most suicide prevention interventions remain focused on active suicidality, while culturally responsive interventions specifically targeting passive suicidal ideation remain limited. This study aimed to develop and validate the ALIVE Counseling Model, integrating cognitive-behavioral counseling, narrative counseling, and Taluba local wisdom...
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