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Branding Community Paguyuban Perajin Wayang Purwa Dusun Gendeng Bangunjiwo Yogyakarta sebagai Penguatan Kawasan Mandiri Budaya Susanto, Moh. Rusnoto; Siti Mariah; Ambar Lukitaningsih; Sugiyarto Surono
Jurnal Senirupa Warna Vol. 13 No. 1 (2025): Lokalitas dan Universalitas
Publisher : Faculty of Arts and Design, Jakarta Institute of the Arts

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36806/jsrw.v13i1.626

Abstract

Gendeng Hamlet in Bangunjiwo Bantul is a hamlet where shadow puppet craftsmen grow as one of the oldest craft centers in Bangunjiwo. The craftsmen continue to survive and consistently maintain the tradition of leather puppet inlay and try to restore its golden age. Thus, the purpose of writing this article is to disseminate how the puppet craftsmen of Gendeng Hamlet continue to maintain their existence as the Gendeng Leather Puppet Craft Center through improving product quality and rebranding the Mandiri Budaya area. The participatory-based descriptive qualitative method is in line with the determination of the PM UPUD community assistance program, which is collaborative and participatory. The stages of implementation are as follows: stages or steps in implementing the solutions offered to overcome the problems of target partners. Describe the method of implementing the stages of community service every year, at least containing the following: Socialization, Training, Application of technology, Mentoring and evaluation, and Program Sustainability. The program outputs is increased capacity of superior products, up-skilling of creative human resources, transfer of planning. The flagship product of the Gendeng Tatah Sungging Craft Center is shadow puppets. More specifically, Yogyakarta-style shadow puppets. The results achieved include: (1) Puppet craftsmen in Gendeng hamlet are able to increase the capacity of creative human resources and high-quality production capacity. (2) Strengthening product branding and rebranding the Independent Culture area through the Gendeng shadow puppet crafters community to be able to penetrate foreign markets.
Hybrid Gradient Descent Grey Wolf Optimizer for Machine Learning Performance Enhancement Puteri Baharie, Sri Rossa Aisyah; Sugiyarto Surono; Aris Thobirin
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 9 No 1 (2025): February 2025
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v9i1.6203

Abstract

Advancements in machine learning have enabled the development of more accurate and efficient health prediction models. This study aims to improve diabetes prediction performance using the Support Vector Machine (SVM) model optimized with the Hybrid Gradient Descent Gray Wolf Optimizer (HGD-GWO) method. SVM is a robust machine learning algorithm for classification and regression. Still, its performance depends significantly on selecting appropriate hyperparameters such as regularization (C), kernel coefficient (γ), and polynomial kernel degree (d). The HGD-GWO method synergizes gradient descent for local optimization and the Gray Wolf Optimizer for global solution exploration. Using the Pima Indians Diabetes dataset, the process includes normalization, hyperparameter optimization, data division, and performance evaluation using accuracy, precision, recall, and F1-score metrics. The optimized SVM achieved an accuracy of 81.17%, with precision, recall, and F1-score values of 75.00%, 57.45%, and 65.06%, respectively, at a data ratio of 80%:20%. These findings highlight the potential of HGD-GWO in enhancing predictive models, particularly for early diabetes detection.
Profile of Pulmonary Tuberculosis Patients with dan without Diabetes at Prof. Dr. H. Aloei Saboe Regional General Hospital Gorontalo City Abas, Siti Nur Rahmatiya; Sugiyarto Surono; Haafizah Dania; Lolita; Endang Darmawan
Jurnal FARMASIMED (JFM) Vol 8 No 1 (2025): Jurnal Farmasimed (JFM)
Publisher : Fakultas Farmasi Institut Kesehatan Medistra Lubuk Pakam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35451/7aryfn34

Abstract

Background: Pulmonary tuberculosis (TB) is still a leading cause of death from infectious diseases worldwide, and diabetes mellitus (DM) exacerbates its impact by increasing the risk of infection, worsening clinical manifestations, and lowering treatment success. Objective: To compare the characteristics of pulmonary TB patients with and without DM. Methods: An observational analytic study with a retrospective design was conducted using medical records of pulmonary TB patients at Prof. Dr. H. Aloei Saboe Hospital, Gorontalo, from January to September 2024. Results: TB-DM is most frequently found in the 55–64 years age group, whereas TB without DM is most prevalent in the 45–54 years group. Female patients dominate the TB-DM group, while male patients are more common in the TB without DM group. Conclusion: that age and sex are important determinants in the distribution of TB-DM and TB without DM, emphasizing the need for integrated screening in patients aged ≥45 years and gender-sensitive interventions for TB control.