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Abubakar, Mustapha; Ibrahim, Yusuf; Ajayi, Ore-Ofe; Saminu, Sani Saleh

Journal of Computing Theories and Applications 2026 Universitas Dian Nuswantoro

The integration of Artificial Intelligence (AI) into precision agriculture has significantly improved plant disease recognition; however, many existing deep learning models remain computationally expensive and feature-redundant, limiting their deployment on low-power and edge devices. To address these limitations, this study proposes a lightweight framework for maize leaf disease recognition based on serial deep feature extraction, dimensionality reduction, and machine-learning–based classification. A pre-trained MobileNetV2 network is employed as a fixed feature extractor to obtain discriminative visual representations, while Principal Component Analysis (PCA) is applied to reduce feature dimensionality by approximately 76%, retaining 95% of the original variance and improving computational efficiency. The compressed features are subsequently classified using a Radial Basis Function Support Vector Machine (RBF-SVM), optimized via grid search and cross-validation. Experiments conducted on a four-class maize leaf disease dataset (Northern Leaf Blight, Common Rust, Gray Leaf Spot, and Healthy), with class imbalance handled during training, demonstrate that the proposed MobileNetV2–PCA–SVM pipeline achieves 97.58% accuracy, 96.60% precision, 96.59% recall, and 96.59% F1-score, outperforming the DenseNet201 + Bayesian-optimized SVM baseline (94.60%, 94.40%, 94.40%, and 94.40%, respectively). This improvement corresponds to a 2.98% accuracy gain, a 55% reduction in error rate, an 86% reduction in model parameters (20.31M to 2.75M), and an 85% reduction in model size (81 MB to 12 MB). These results indicate that the proposed framework provides a compact and efficient solution with strong potential for deployment in resource-constrained agricultural environments.

Firda Zalianty; Dian Nurmansyah; Puspawati Puspawati; Lala Foresta Valentine Gunasari

Jurnal Kesehatan dan Kedokteran 2026 Lembaga Pengembangan Kinerja Dosen

Helminth infections caused by Soil Transmitted Helminths (STH) and Taenia sp. remain a major public health concern in tropical regions, including Indonesia, particularly among elementary school children. This study aimed to identify the presence of eggs and larvae of intestinal nematodes and cestodes in fecal samples collected from elementary school children in Bekoso Village, East Kalimantan. The research employed a descriptive survey method with a cross-sectional approach, and laboratory examinations were conducted using the Kato-Katz technique. A total of 16 fecal samples were examined to detect Ascaris lumbricoides, hookworm, and Taenia sp. eggs. The results showed that 12.5% of samples were positive for hookworm eggs, 12.5% for Taenia sp. eggs, and 6.25% for Ascaris lumbricoides eggs. These findings indicate that poor personal hygiene and inadequate environmental sanitation contribute to an increased risk of intestinal helminth transmission. The study highlights the importance of preventive efforts through the promotion of clean and healthy living behaviors, consistent use of footwear, handwashing with soap, and community participation in mass deworming programs to reduce the prevalence of intestinal helminth infections among elementary school children.

Mikoriza Mustofany; Ila Sahaya; Dini Sukanti Fatonah; Sri Mulyeni

Karya Nyata : Jurnal Pengabdian kepada Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Drug abuse among university students is a problem that needs serious attention because it can damage health, reduce academic achievement, and hinder the future of the younger generation. University students are in a phase of self-discovery, making them susceptible to unhealthy environments and social circles. Therefore, comprehensive drug prevention efforts are needed in higher education settings. This article discusses various forms of drug prevention among students through education, character building, and active student involvement in positive activities. The method used is a literature review from various relevant sources. The results of the discussion show that drug prevention can be effective if supported by cooperation between the campus, families, and students. Education about the dangers of drugs, strengthening moral values, and creating a safe and healthy campus environment are important steps in preventing drug abuse. With continuous prevention efforts, it is hoped that students will be able to protect themselves from the influence of drugs and play a role as a healthy, accomplished, and responsible young generation.

Ilham Achmad Fakhrezi; Sherly Putri Revika; Ega Trianingsih Aksana; Siti Maysarah

Jurnal Pengabdian dan Perubahan Sosial 2026 Lembaga Pengembangan Kinerja Dosen

Health education at the elementary school level represents a long-term investment in developing a stronger and more capable generation. By fostering a proper understanding from an early age, children are expected to build a resilient defense against various health threats. This community service program aims to broaden the knowledge and awareness of students at SDN 054945 Dogang Village, Gebang District, Langkat Regency, North Sumatra, regarding Clean and Healthy Living Behavior (known as PHBS). As a promotive and preventive strategy, PHBS is essential to instill from childhood to cultivate healthy habits and prevent various health disorders. This study utilizes a qualitative approach, applying the Miles and Huberman interactive analysis model. The activity, conducted on July 20, 2024, involved 77 fourth and fifth-grade students and followed three main stages: preparation, implementation, and evaluation. Socialization was carried out interactively through handwashing tutorial videos, physical exercises, PHBS-themed songs and rhythmic clapping, and Q&A sessions. The results indicated an improvement in students' understanding of various PHBS indicators, including handwashing habits, waste management, healthy food consumption, physical activity, growth monitoring, avoiding tobacco smoke, maintaining toilet cleanliness, and eradicating mosquito larvae. The active participation shown by the students reflects a heightened awareness of practicing PHBS within the school environment. In conclusion, this educational initiative has delivered a positive impact on student knowledge and holds the potential to foster a sustainable culture of clean and healthy living, both at school and in their daily lives.

Husna, Firda Asma'ul; Mutria Maharani; Miftahul Fauzan; Khaerunissa All Husna; Alika Nadina Nurazizah +15 more

Jurnal Pelaksanaan Pengabdian Bergerak bersama Masyarakat 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

Hand washing is a major pillar in clean and healthy living behaviors (PHBS). However, there are still children who do not understand the correct handwashing technique so that germ cleaning is not optimal. This community service activity aims to improve students' knowledge and motor skills in practicing the six steps of hand washing according to World Health Organization (WHO) standards. The method used in this activity is interactive counseling combined with live demonstrations. The stages of the activity include providing material through audiovisual media (video/poster), direct demonstrations by instructors, and independent practice by all participants. In addition, a question and answer session was held to ensure student understanding and corrective feedback on inappropriate movements. Evaluation instruments in the form of observation sheets were used to assess the accuracy of the sequence, duration, and coverage of the hand area when washing. The result of this activity was the success of all participants in practicing the six-step sequence of handwashing correctly independently. The involvement of teachers and school health workers also strengthens the sustainability of this practice through regular monitoring. Through this education, it is hoped that early awareness will arise which has become a routine habit to reduce the risk of disease transmission in the school and home environment and support the creation of a culture of clean living from an early age.

Sri Handayani; Susana Nurtanti

International Journal of Health and Medicine 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

As HIV transitions into a manageable chronic condition, optimizing lifestyle behaviors is key to achieving long-term health outcomes. This study aims to explore lifestyle behaviors in people with HIV (ODHIV) who participate in peer support groups as well as identify socioeconomic and clinical predictors of healthy lifestyle engagement. The research design was a cross-cutting analysis involving 250 ODHIV registered in a community support group. Lifestyle behavior was measured using  a modified Health-Promoting Lifestyle Profile II (HPLP-II) instrument. Multivariate logistic regression analysis was used to determine independent predictors, with Nagelkerke R² and Hosmer–Lemeshow tests  to assess model suitability. The results showed that 56.2% of respondents had a healthy lifestyle. Factors of higher education (OR = 2.77; p = 0.006), older age (OR = 2.32; p = 0.015), employment status (OR = 2.00; p = 0.029), and longer duration of ART therapy (OR = 1.17 per year; p = 0.003) were significant predictors. The model explains 32% of lifestyle variations, with ART compliance and substance control as the strongest behavioral domains. These findings confirm the role of peer support groups as a behavioural reinforcement environment, but socioeconomic disparities remain influential. The integration of theory-based lifestyle interventions into community-based HIV services is necessary to optimize chronic disease outcomes.

Vicky Arfeni Warongan; Rani Cahya; Revi Khairunnisa

Sevaka : Hasil Kegiatan Layanan Masyarakat 2026 STIKES Columbia Asia Medan

Health counseling is one of the strategic approaches to increase students' knowledge and awareness of the importance of maintaining holistic health which includes physical, mental, social, and reproductive aspects. This activity will be held on March 19, 2025 at Sekolah Tinggi Ilmu Kesehatan Mitra Sejati with interactive lecture methods and educational games "Smart Cards". This study aims to determine the effectiveness of educational methods in improving students' understanding of health issues such as balanced nutrition, personal hygiene, reproductive health, and the dangers of smoking. Through pre-test and post-test analysis of 35 students, a significant increase in participants' understanding was found after participating in counseling. In addition, a fun and participatory approach has been shown to be effective in encouraging active engagement of students, including those who were previously passive. Educational games help to convey material in a more engaging and easy-to-understand way. The results of this activity show that the combination of interactive methods and visual educational media is able to strengthen students' understanding and awareness of the importance of healthy living behaviors. This program has the potential to be replicated in other educational environments to encourage the implementation of a healthy lifestyle among adolescents and students.

Amraina Simamora; Nazwa Nuha NST; Rahmi Zahara; Susi Andani; Melisa Andriani +2 more

Jurnal Inovasi Riset Ilmu Kesehatan 2026 Pusat Riset dan Inovasi Nasional

This study aims to describe dietary patterns, food consumption habits, hygiene awareness, and environmental and social factors related to digestive disorders in junior high school students. This study used a descriptive approach with a closed-ended interview method (Yes/No answers) with Thirty-five  junior high school students using 15 questions. The results showed that some students did not have consistent breakfast habits, had a high tendency to consume fried foods and sugary drinks, and demonstrated low awareness of food safety and hygiene habits such as washing hands before eating. In addition, the school environment, peer influence, and psychological well-being influence students’ eating patterns. These factors contribute to digestive problems in some students. Therefore, schools must actively participate in maintaining a clean environment, providing students with healthy food options, and providing ongoing nutritional instruction on digestive health.

Dian Tangkeallo; Theresyam Kabanga; Ferdi Ferdi

Bumi: Jurnal Hasil Kegiatan Sosialisasi Pengabdian kepada Masyarakat 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

This community service activity aims to improve street cleanliness and encourage the use of home gardens to support a clean, healthy, and sustainable environment. The main problems faced by the community include low awareness of environmental cleanliness, the persistence of trash along the roads, and underutilized yards. The activity implemented a qualitative approach through field observations, community interviews, outreach, and direct mentoring. The community service activities included the Clean Friday program, the construction of neighborhood gates, the creation of flower pots from recycled materials, and the use of home gardens for vegetable cultivation. The results of the activities showed a significant improvement in street cleanliness, increased use of home gardens as productive spaces, and growing awareness and active participation of the community, particularly the younger generation, in environmental protection. Furthermore, this activity also strengthened the values of mutual cooperation and local wisdom, which align with the Tana Toraja Masero concept of clean, healthy, independent, and sustainable development. Thus, this community service activity contributes positively to creating a sustainable environment and improving the community's quality of life in a sustainable manner

Cindy Elvionita; Ferilda, Siska; Mahfus, Diaul; Putri, Khairani Yonaliza; Gustina, Titik

Jurnal Mahasiswa Ilmu Kesehatan 2026 STIKes Ibnu Sina Ajibarang

Skin diseases are common health problems in boarding school environments due to communal living conditions. The implementation of Clean and Healthy Living Behavior (PHBS) plays an important role in preventing skin diseases and can be strengthened through pharmaceutical education. This study aimed to determine the relationship between PHBS knowledge based on pharmaceutical education and skin disease prevention behavior among Islamic boarding school students. This study employed an analytic observational design with a cross-sectional approach. A total of 31 students were included using a total sampling technique. Data were collected using structured questionnaires and analyzed using appropriate bivariate statistical tests. The results showed that most respondents had a high level of PHBS knowledge (61.29%) and good skin disease prevention behavior (58.06%). Bivariate analysis revealed a significant relationship between PHBS knowledge and skin disease prevention behavior (p < 0.05). This study concludes that PHBS knowledge based on pharmaceutical education is associated with skin disease prevention behavior among boarding school students. Continuous pharmaceutical education is recommended as a promotive and preventive strategy to improve students’ health in boarding school settings.

Dian Rahayu; Dhini Aminarti; Alya Salsabila Oktaviranda

Jurnal Inovasi Sosial dan Pengabdian 2026 Lembaga Pengembangan Kinerja Dosen

Acute Respiratory Infection (ARI) is one of the most common health problems among elementary school-aged children and contributes to a high morbidity rate. One of the contributing factors to ARI is the low implementation of Clean and Healthy Living Behavior (CHLB) as an early preventive measure. This community service activity was conducted at State Elementary School 18 Dewantara, Aceh Utara District, targeting 10 fifth-grade students. The method used in this activity was health education through interactive lectures and discussions, accompanied by a pre-test and post-test evaluation using questionnaires. The materials provided included the definition of ARI, risk factors, and the implementation of CHLB such as proper handwashing, personal hygiene maintenance, and correct coughing and sneezing etiquette. The results showed an increase in students’ knowledge after the educational session, with the average score rising from 78% to 88%, indicating an improvement of 10%. This demonstrates that the educational method used was effective in improving students’ understanding of ARI prevention. This activity is expected to foster clean and healthy habits among elementary school students and support promotive and preventive health efforts in the school environment.

Rahmah Arfiyah Ula; Fita Fitriatul Wahidah; Lilik Erviani; Merinda Nur Indahsari; Sitti Nur Ilmiah +1 more

Bumi: Jurnal Hasil Kegiatan Sosialisasi Pengabdian kepada Masyarakat 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

The utilization of biopore infiltration holes has become one of the simple and effective innovations in environmental management and soil resource conservation, with great potential to support a healthy environment. This community service activity aims to enhance farmers' understanding of the use of biopore infiltration holes as an effort for soil and water conservation as well as sustainable organic waste management. The outreach was conducted on September 7, 2024, at the Kesambi Village Hall, Pucuk District, Lamongan Regency, targeting 12 members of the farmer group. The implementation method of the activity included preparation stages, conducting a pretest, delivering material along with interactive discussions, and concluding with a posttest as an evaluation of the participants' understanding improvement. The results of the activity indicate an increase in the average knowledge score of participants from 81.25 in the pretest to 97.92 in the posttest. This demonstrates that the socialization method applied was effective in enhancing farmers' understanding of the functions, production techniques, and benefits of biopores. This activity is expected to encourage the independent implementation of biopores by farmer groups, both at the household and agricultural levels, as part of environmentally friendly and sustainable land management practices.

Ari Octa Apriyanto; David Maulana; Dytho M.arafah; Hadzir Hadzaqulhaq; Rizky Putra Ananda Priatna +2 more

Doktrin: Jurnal Dunia Ilmu Hukum dan Politik 2026 International Forum of Researchers and Lecturers

This research was conducted for the purpose of ascertaining law enforcements for Small and Medium Enterprises (SMEs) business actors in Indonesia based on Law No. 55 of 1999 concerning Prohibition of Monopolistic Practices and Unfair Business Competition. It also analyzes the role of government in providing enforcements to small and Medium Enterprises. In this study, normative legal research was used. It found that the legal protection of small businesses competition in Indonesia is a manifestation of the implementation of economic democracy that contains the principles of justice and togetherness to encourage creating opportunities for every businessman in a healthy competition environment. It also found that healthy competition aims to avoid a monopoly of certain business actors only, but it could provide business opportunities for Small and Medium Enterprises business actors to enlarge their business.

Siti Nur Ramdaniati; Ega Egriana Handayani; Lambang Satria Himmawan; Dea Maelani; Putri Aulia Jasmine +3 more

Jurnal Inovasi Sosial dan Pengabdian 2026 Lembaga Pengembangan Kinerja Dosen

Clean and Healthy Living Behavior (PHBS) is a promotive and preventive effort aimed at improving the level of public health. The Baduy indigenous community in Leuwi Damar, Kanekes Village, Lebak Regency, Banten Province has local wisdom and traditional lifestyles that influence daily health practices. However, limited access to information and health services is a challenge in implementing PHBS optimally. This article aims to describe the implementation of PHBS education in the Baduy Leuwi Damar community and its impact on community knowledge and attitudes. The method used is a descriptive approach with educational activities through counseling, discussion and simple demonstrations adapted to local culture. Educational material includes personal hygiene, clean water management, environmental sanitation, and healthy living behavior in daily life. The results of the activity showed an increase in public understanding regarding the importance of personal and environmental hygiene, as well as the emergence of a positive attitude towards implementing PHBS without eliminating the traditional values adhered to. PHBS education carried out using a simple cultural and communication approach is considered effective in increasing the health awareness of the Baduy community. Therefore, health education programs based on local wisdom need to continue to be developed as a strategy to improve the health of indigenous communities. .(Riset Kesehatan Dasar,2019).

Anjani Lidya Cahaya; Alfani Dwi Putri; Reksa Alvira; Sri Mulyani

Jurnal Publikasi Ilmu Psikologi. 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study was conducted to understand how parenting styles significantly influence the process of shaping children’s behavior. The method used in this research was a qualitative approach, with data collection carried out through interviews and direct observation of participants aged 10–18 years who live in Cicendo District, Bandung. Based on the results conveyed by several participants, it can be seen that parenting styles play a very important role in children’s growth and development as well as in the formation of their emotional conditions. Parents who play a positive role such as giving more attention, communicating well, and providing full support tend to build positive responses and emotional stability in children. This helps shape a healthy personality and creates a comfortable home environment that makes children feel safe. In contrast, parents who display negative roles and parenting styles such as being harsh, lacking attention, and frequently engaging in conflict tend to make children feel pressured and lack self confidence due to unmet emotional support. As a result, children may limit their relationship with their parents, which leads to emotional instability. Overall, the discussion shows that the family is the primary foundation for children, as their growth and development are strongly influenced by how parents fulfill their roles in shaping children’s personalities, which ultimately impacts their lives in the future.

Rahman, Novia Salsabila Ayuni; Abdul Basit; Ezza Padmaratri; Firza Agung Prakoso

Jurnal Hukum, Administrasi Publik dan Negara 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

This study evaluates the legal perspective concerning business competition in Indonesia regarding alleged abuse of dominant power in the competition between digital platforms TikTok Shop (including the acquisition of Tokopedia) and Shopee. The method applied is normative juridical with a case study approach, referring to Law Number 5 of 1999, particularly Articles 19–21 related to market control and Article 20 concerning below-cost selling practices. The analysis focuses on inter-platform integration, aggressive discount strategies, use of cross-platform data, as well as post-acquisition behavior that may hinder healthy competition. The assessment is conducted by considering market structure, business actors' behavior, and law enforcement efforts by the Business Competition Supervisory Commission (KPPU). Research findings indicate that although TikTok Shop has strong competitiveness following the acquisition, proving the existence of abuse of a dominant position requires meeting legal and economic provisions rigorously. Therefore, the implementation of conditional approval and remedial measures by the KPPU is considered a reasonable step to maintain a healthy business competition environment in the digital era.

Muh. Ma’ruf Idris; Nurlaely Nurlaely; Sahidah Sahidah; M.Syafruddin; Chaerunnisa Rumianti +2 more

Jurnal Pengabdian dan Solidaritas Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Household waste management remains a major challenge in rural areas, including Sunggumanai Village, Pattallassang District, Gowa Regency. Low public awareness and the absence of a structured community-based waste management system have negatively affected environmental quality and public health. This community service activity aimed to enhance community knowledge, awareness, and participation through the socialization of community-based waste management toward a clean and healthy environment. The activity was conducted on September 27, 2025, involving 30 participants consisting of community representatives, housewives, youth, and community leaders. The methods applied included educational socialization, participatory discussions, and waste segregation simulations based on the 3R principles (Reduce, Reuse, Recycle). The results indicated an improvement in participants’ understanding of waste types, the environmental and health impacts of improper waste management, and the importance of collective waste management practices. Participants also demonstrated positive attitudes and readiness to implement household waste segregation, as well as emerging ideas for establishing community-based waste management initiatives. In conclusion, this activity proved to be an effective initial step in promoting behavioral change toward sustainable waste management and supporting the creation of a clean and healthy village environment.

Nanda Latifa Ritonga; Mawar Sari; Nuriadani Harahap; Ilpa Khoiri; Darnia Darnia +4 more

Mutiara Pendidikan dan Olahraga 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

Self-health education plays a crucial role in shaping the healthy habits, character, and behavior of elementary school students. This learning emphasizes not only physical hygiene but also the development of social and emotional skills that can prevent negative behaviors such as bullying. This study aims to examine teachers' strategies in implementing self-health education as an effort to prevent bullying behavior in elementary schools. The method used was a literature review by analyzing various relevant scientific sources from 2020–2025. The results of the study indicate that teachers' strategies in implementing self-health education include three main approaches: habituating clean and healthy living behaviors, integrating health values ​​into learning, and fostering social-emotional development through reflective activities in the classroom. These three strategies are effective in fostering students' awareness, discipline, responsibility, and empathy towards their peers. Self-health education also contributes to creating a safe, healthy, and respectful learning environment. Thus, self-health education can be used as a preventive strategy to prevent bullying in elementary schools. Teachers act as role models and facilitators who ensure the values ​​of health, empathy, and social responsibility are integrated into teaching and learning activities.

Nur Azel Rizki Syahbani; Tria Patrianti

Jurnal Ilmu Komunikasi, Administrasi Publik dan Kebijakan Negara 2026 Asosiasi Peneliti Dan Pengajar Ilmu Sosial Indonesia

The air quality index in Depok City has declined over the past three years based on data from the Depok City Environmental Agency. In response to this condition, the Depok City Government implemented a Car Free Day (CFD) policy every Sunday along Jalan Margonda Raya. The CFD program aims to improve environmental quality and air conditions while encouraging public participation in healthy activities. The success of this policy depends on how effectively information regarding the rules and objectives of CFD is disseminated to the public by the Depok City Government Public Relations Office. This study aims to analyze the communication strategy employed by the Depok City Government Public Relations Office in disseminating the Car Free Day policy and to identify obstacles encountered during the dissemination process. This research uses a descriptive qualitative approach through media monitoring, direct observation, and analysis of government documents.

Esy Anggraini

Inovasi Pendidikan dan Anak Usia Dini 2026 Asosiasi Riset Ilmu Pendidikan Indonesia

Early Childhood Education (ECE) plays a crucial role in providing safe, comfortable, and child-friendly educational services for young children. However, as the second environment after the family, the potential for violence against children may still occur in ECE institutions if they are not managed optimally. Therefore, efforts to prevent violence against young children need to be implemented comprehensively through a holistic approach that integrates education, caregiving, and early prevention strategies. This study aims to analyze how ECE institutions, such as kindergartens and daycare centers, can function as the first line of defense in detecting, preventing, and addressing various forms of violence, including physical, emotional, and sexual abuse, among children aged 0–6 years. The research method employed is a literature review and policy analysis related to child protection and the implementation of Early Childhood Education. The findings indicate that capacity building through teacher training, the implementation of child protection–sensitive curricula, and strengthened collaboration among schools, families, and communities have proven effective in reducing the risk of violence by up to 40%, based on case studies in Indonesia. The conclusion emphasizes the importance of strengthening regulations, ensuring continuous supervision, and investing in human resource development to reinforce the role of ECE as a key agent in violence prevention and in creating a safe, healthy, and supportive environment for optimal early childhood development.