Abstract:Stunting is a chronic nutritional problem that remains a serious challenge to child health because it is associated with impaired physical growth, cognitive development, and the quality of human resources in the future.…
This condition is influenced by inadequate nutritional intake, particularly during the first 1,000 days of life, which plays a critical role in determining the quality of child growth. Exclusive breastfeeding is considered an important factor that contributes to meeting nutritional needs and strengthening the immune system of children. The research problem focuses on the relationship between breastfeeding practices and the degree of stunting among children aged 1-5 years in the working area of Sempol Community Health Center, Bondowoso Regency, in 2025. The study employed a quantitative approach using an analytic survey design with a population consisting of all stunted toddlers in the area. A sample of 75 respondents was selected using a proportionate stratified random sampling technique. Data were collected through questionnaires and observation sheets that assessed breastfeeding practices and the level of stunting based on the height-for-age (HFA) indicator. The results show that 72% of children received exclusive breastfeeding, while the remainder received partial breastfeeding or were not exclusively breastfed. The distribution of stunting severity indicates that 57.3% of children experienced mild stunting, 34.7% moderate stunting, and 8% severe stunting. The Chi-Square statistical test produced a p-value of 0.003 (p < 0.05), indicating a significant relationship between breastfeeding practices and the degree of stunting. These findings demonstrate that the nutritional quality and antibodies contained in breast milk play an important role in supporting optimal child height growth. The novelty of this study lies in its analysis of the relationship between breastfeeding practices and the severity of stunting within the specific context of a local community health center area that has rarely been examined in detail. The findings emphasize the importance of health education for mothers and strong family support to strengthen exclusive breastfeeding practices as a strategic effort to prevent stunting.
Abstract:Abstract: This study aims to classify the nutritional status of toddlers based on anthropometric data using the K-Nearest Neighbor (KNN) algorithm. Data were obtained from 20 Integrated Health Posts (Posyandu) in Rumbai…
Timur District, including Lembah Sari Village and Limbungan Village with a total of 1,000 toddler data. After cleaning and preprocessing, 782 data were obtained ready for use. The preprocessing stages include data cleaning and transformation, outlier removal, minority class handling, and data normalization. Next, data balancing was carried out using the Synthetic Minority Oversampling Technique (SMOTE) to address class imbalance. The data was divided into 80% training data and 20% test data, then the K parameter was tested from 1 to 15 using 5-fold cross-validation. The results showed that the value of K = 1 provided the best performance with a macro recall of 0.8827 and an accuracy of 86.26%. These results indicate that the combination of the KNN algorithm with the SMOTE method and Min-Max normalization is effective in improving classification performance on imbalanced data and producing accurate and balanced predictions of toddler nutritional status between classes.
Keywords: k-nearest neighbor; toddler nutritional status; SMOTE; min-max scaling; classification; anthropometric data
Abstrak: Penelitian ini bertujuan untuk mengklasifikasikan status gizi balita berdasarkan data antropometri menggunakan algoritma K-Nearest Neighbor (KNN). Data diperoleh dari 20 Posyandu di Kecamatan Rumbai Timur, meliputi Kelurahan Lembah Sari dan Kelurahan Limbungan dengan total 1.000 data balita. Setelah melalui proses cleaning dan preprocessing, diperoleh 782 data yang siap digunakan. Tahapan pra-pemrosesan meliputi pembersihan dan transformasi data, penghapusan outlier, penanganan kelas minoritas, serta normalisasi data. Selanjutnya dilakukan penyeimbangan data menggunakan Synthetic Minority Oversampling Technique (SMOTE) untuk mengatasi ketidakseimbangan kelas. Data dibagi menjadi 80% data latih dan 20% data uji, kemudian dilakukan pengujian parameter K dari 1 hingga 15 menggunakan 5-fold cross-validation. Hasil penelitian menunjukkan bahwa nilai K = 1 memberikan performa terbaik dengan recall macro sebesar 0,8827 dan akurasi 86,26%. Hasil ini menunjukkan bahwa kombinasi algoritma KNN dengan metode SMOTE dan normalisasi Min-Max efektif dalam meningkatkan kinerja klasifikasi pada data tidak seimbang serta menghasilkan prediksi status gizi balita yang akurat dan seimbang antar kelas.
Kata kunci: k-nearest neighbor; status gizi balita; SMOTE; min-max scaling; klasifikasi; data antropometri
Abstract:Abstract: Stunting is a serious health issue in infants caused by chronic malnutrition during the first 1,000 days of life. This condition affects physical growth and cognitive development, which can impact the quality of…
f human resources in the future. The city of Tanjungbalai still faces a high prevalence of stunting, requiring more effective prevention and treatment measures. However, limited access to experts poses a challenge for parents in obtaining adequate information and consultation services. This study aims to develop a web-based expert system capable of analyzing stunting symptoms in infants using the forward chaining method. This method works by tracing the facts provided by users to reach a conclusion about the likelihood of stunting. The system is expected to assist parents in identifying stunting risks and providing appropriate prevention and treatment recommendations. The system is developed using the PHP programming language and MySQL database. The research findings indicate that the expert system can analyze stunting symptoms quickly and accurately, making it an effective tool in supporting stunting prevention efforts.
Keywords: expert system; stunting; forward chaining; toddlers
Abstrak: Stunting merupakan masalah kesehatan serius pada balita yang terjadi akibat kekurangan gizi kronis selama 1000 hari pertama kehidupan. Kondisi ini berdampak pada pertumbuhan fisik dan perkembangan kognitif anak, yang dapat mempengaruhi kualitas sumber daya manusia di masa depan. Kota Tanjungbalai masih menghadapi angka prevalensi stunting yang cukup tinggi, sehingga diperlukan langkah-langkah pencegahan dan penanganan yang lebih efektif. Namun, keterbatasan akses terhadap tenaga ahli menjadi hambatan bagi orang tua dalam memperoleh informasi dan layanan konsultasi yang memadai. Penelitian ini bertujuan untuk mengembangkan sistem pakar berbasis web yang mampu menganalisis gejala stunting pada balita menggunakan metode forward chaining. Metode ini bekerja dengan menelusuri fakta-fakta yang diberikan oleh pengguna untuk menghasilkan kesimpulan mengenai kemungkinan stunting. Sistem ini diharapkan dapat membantu orang tua dalam mengenali risiko stunting serta memberikan rekomendasi pencegahan dan penanganan yang sesuai. Sistem ini dikembangkan menggunakan bahasa pemrograman PHP dan database MySQL. Hasil penelitian menunjukkan bahwa sistem pakar yang dirancang mampu menganalisis gejala stunting secara cepat dan akurat, sehingga dapat menjadi alat bantu yang efektif dalam mendukung upaya pencegahan stunting.
Kata kunci: sistem pakar; stunting; forward chaining; balita
Abstract:Abstract: Pregnancy and toddlerhood are crucial periods that determine a child’s future growth and development. In Wonosari Village, the nutritional intake of pregnant women and toddlers is below the recommended dietary…
y allowance. One of the specific nutritional interventions that can be implemented is the provision of supplementary food (PMT) based on local food. This community service activity aimed to improve the knowledge and skills of posyandu cadres regarding the PMT based on local food for toddlers and pregnant women. The program involved training 40 cadres in the working area of Dalu Sepuluh Health Center, Tanjung Morawa District, Deli Serdang Regency, on May 28, 2025. The training consisted of delivering material on the concept of local food-based PMT and hands-on practice in processing supplementary food. Knowledge was evaluated through pre- and post-tests. Skills were evaluated through observation during processing practices. The results indicated an increase in cadres’ knowledge, with the average score rising from 95.4 to 99.4. Skills also improved, particularly in the accuracy of ingredient measurement and appropriate portion determination. These findings imply that local food-based PMT training can enhance the capacity of posyandu cadres and contribute to strengthening community-based efforts in improving maternal and child nutrition.
Keywords: cadres; PMT; pregnant women; toddlers
Abstrak: Masa kehamilan dan balita merupakan fase penting yang menentukan kualitas tumbuh kembang anak. Di Desa Wonosari, asupan gizi ibu hamil dan balita di bawah angka kecukupan gizi yang dianjurkan, sehingga diperlukan intervensi gizi spesifik melalui PMT berbasis pangan lokal. Kegiatan pengabdian ini bertujuan untuk meningkatkan pengetahuan dan keterampilan kader posyandu mengenai pengolahan makanan tambahan berbasis pangan lokal untuk balita dan ibu hamil. Metode yang digunakan adalah pelatihan dengan sasaran 40 orang kader posyandu di wilayah kerja Puskesmas Dalu Sepuluh, Kecamatan Tanjung Morawa Kabupaten Deli Serdang. Pelatihan dilaksanakan pada 28 Mei 2025, terdiri dari penyampaian materi tentang PMT berbasis pangan lokal dan praktik pengolahan makanan tambahan untuk balita dan ibu hamil. Evaluasi pengetahuan melalui pre-test dan post-test menggunakan kuesioner. Keterampilan dievaluasi dengan observasi pada saat praktik pengolahan. Pelatihan menghasilkan peningkatan skor pengetahuan kader posyandu dari 95,4 menjadi 99,4, dan peningkatan keterampilan tentang ketepatan penggunaan jumlah bahan pangan dan porsi PMT untuk ibu hamil dan balita.
Kata kunci: balita; ibu hamil; kader; PMT
Abstract:Abstract: This community service (PkM) aims to provide training for teachers on how to create a supportive and fun learning environment for students in their classrooms. This PkM was carried out offline on Wednesday, 15…
November 2023, at 9.00-12.00 WIB. The main participants of the training were 33 teachers, consisting of two teachers of Learning Group for toddlers (KB), six teachers of Kindergarten (TK), ten teachers of Elementary School (SD), seven teachers of Junior High School (SMP), and eight teachers of Senior High School (SMA) in Yayasan Perguruan Kristen Indonesia (YPKI) Magelang. In the presentation session, the author discussed five main principles to help the PkM participants in creating a supportive and fun learning environment, namely: 1) using technology to make learning interesting and fun; 2) taking sufficient time to guide students to practice new learning materials; 3) making rules regarding how students should communicate and act; 4) creating supportive friendship groups; and 5) scheduling teacher professional development meetings in the school to learn from each other and share knowledge. The session concluded with a discussion with the PkM participants, implying that teachers must take an active role to create a supportive environment for their students.
Keywords: learning environment; learning; teaching; technology
Abstrak: Pengabdian kepada Masyarakat (PkM) ini bertujuan untuk memberikan pelatihan untuk para guru tentang bagaimana menciptakan lingkungan belajar yang suportif dan menyenangkan untuk para siswa mereka di dalam kelas. Kegiatan PkM ini dilaksanakan secara luring pada hari Rabu, 15 November 2023, jam 09.00-12.00 WIB. Peserta utama pelatihan ini adalah 33 orang guru, yang terdiri dari dua orang guru KB, enam orang guru TK, sepuluh orang guru SD, tujuh orang guru SMP, dan delapan orang guru SMA di bawah naungan Yayasan Perguruan Kristen Indonesia (YPKI) Magelang. Di dalam sesi pemaparan materi, penulis membahas lima prinsip utama untuk membantu para peserta PkM dalam menciptakan lingkungan belajar yang supotif dan menyenangkan tersebut. Kelima prinsip tersebut adalah: 1) menggunakan teknologi untuk membuat pembelajaran menjadi menarik dan menyenangkan; 2) meluangkan waktu yang cukup untuk membimbing siswa berlatih materi pembelajaran yang baru; 3) membuat peraturan terkait bagaimana siswa harus berkomunikasi dan bertindak; 4) membuat kelompok pertemanan yang saling mendukung; dan 5) menjadwalkan pertemuan pengembangan profesionalitas guru di sekolah untuk dapat saling belajar dan berbagi ilmu pengetahuan satu sama lainnya. Sesi diakhiri dengan diskusi dengan para peserta PkM yang menyiratkan bahwa guru harus berperan aktif dalam menciptakan lingkungan yang mendukung bagi siswa mereka.
Kata kunci: lingkungan belajar; pembelajaran; pengajaran; teknologi
Abstract:The total number of Tuberculosis cases in Prambon sub-district is 140 cases, Treatment Coverage (Tc-%) reaches 59.32%, and Tuberculosis Cases in Children 0-14 Years are 30 Children. The large number of TB children who have…
ve risk factors for growth retardation requires the role of health workers, cadres, and mothers of toddlers in recognizing TB symptoms and supporting the intake of nutritional intake. The aim of this activity is to increase the knowledge of health workers, cadres, and mothers of toddlers regarding childhood TB and its relationship to stunting through online education. Initial activities were carried out by assessing participants' knowledge about Recognizing Childhood TB and its relationship to stunting through administering a pre-test before the educational session, followed by the delivery of instructional materials, and concluding with a post-test. The results of education for 41 participants showed that participants' knowledge increased by an average knowledge score of 8,97% after education. The results of educational activities recognizing childhood TB and its relationship to stunting. There was positive feedback and strong communication between the participants and presenters. Education on recognizing childhood TB led to a notable increase in participant knowledge and its relationship to stunting for participants.
Keywords: children with Tuberculosis; nutritional intake; nutritional counseling; stunting.
Abstrak: Jumlah kasus Tuberkulosis di Kecamatan Prambon sebanyak 140 kasus, Cakupan Pengobatan (Tc-%) mencapai 59,32%, dan Kasus Tuberkulosis pada Anak Usia 0-14 Tahun sebanyak 30 Anak. Banyaknya anak TB yang memiliki faktor risiko retardasi pertumbuhan memerlukan peran serta tenaga kesehatan, kader, dan ibu balita dalam mengenali gejala TB dan mendukung pemenuhan asupan gizi. Tujuan kegiatan ini adalah meningkatkan pengetahuan tenaga kesehatan, kader, dan ibu balita mengenai TBC anak dan kaitannya dengan stunting melalui edukasi daring. Untuk mengukur tingkat pemahaman peserta mengenai TBC dan Asupan gizi seimbang dalam rangka pencegahan stunting, diadakan kegiatan edukasi daring melalui Zoom Meeting dengan metode presentasi menggunakan PowerPoint. Kegiatan awal dilakukan pre-test sebelum edukasi, kemudian pemberian materi dan dilanjutkan post-test. Hasil Edukasi terhadap 41 peserta menunjukkan bahwa pengetahuan peserta mengalami peningkatan pada rata-rata skor pengetahuan sebesar 8,97% setelah edukasi. Hasil kegiatan edukasi mengenali TBC anak dan hubungannya dengan stunting menunjukkan respon yang positif dan komunikasi yang baik dari peserta dengan pemateri. Kesimpulannya adalah terjadi peningkatan pengetahuan peserta setelah diberikan edukasi Mengenali TBC anak, dan hubungannya dengan Stunting bagi peserta.
Kata kunci: anak yang Tuberkulosis; asupan gizi; penyuluhan gizi; stunting
Abstract:A stunted child has stunted growth due to sustained malnutrition. One of the causes of stunting is the lack of mapping and access to information about healthy lifestyles that support children's growth. This community service…
vice activity aims to increase community understanding about stunting prevention. This community service was carried out by the ten-person KKN team of Universitas Pendidikan Indonesia in Raharja Village, Purwaharja District, Banjar City. Community service activities in Raharja Village include several stages, namely the planning, preparation, implementation and evaluation stages. The targets of this activity were mothers of infants and toddlers and pregnant women in Raharja Village. The result of this activity was that participants gained a better understanding of the selection of food intake that can help prevent and overcome stunting.
Keywords: prevention; stunting; counseling
Abstrak: Seorang anak dengan stunting memiliki pertumbuhan yang terhambat akibat kekurangan gizi yang berkelanjutan. Salah satu penyebab stunting adalah kurangnya pengetahuan dan akses informasi tentang pola hidup sehat yang mendukung pertumbuhan anak. Kegiatan pengabdian masyarakat ini bertujuan untuk meningkatkan pemahaman masyarakat tentang pencegahan stunting. Pengabdian masyarakat ini dilaksanakan oleh tim KKN Universitas Pendidikan Indonesia yang berjumlah sepuluh orang di Desa Raharja, Kecamatan Purwaharja, Kota Banjar. Kegiatan pengabdian di Desa Raharja meliputi beberapa tahapan yaitu tahap perencanaan, persiapan, pelaksanaan dan evaluasi. Sasaran kegiatan ini adalah para ibu dari bayi dan balita serta ibu hamil di Desa Raharja. Hasil dari kegiatan ini adalah peserta mendapatkan pemahaman yang lebih baik mengenai pemilihan asupan makanan yang dapat membantu mencegah dan mengatasi stunting.
Kata kunci: pencegahan; stunting; penyuluhan
Abstract:Public awareness and ability to read food labels is still very low. A National Consumer Protection Agency survey stated that 6.7% of people in Indonesia pay attention to the completeness of food labels. One of the Messages…
es of Balanced Nutrition is reading food labels. S1 Nutrition Study Program STIK Sint Carolus together with Nutritionists from the Galur Supporting Community Health Center provided counseling to mothers of toddlers on the topic "Let's Check the Coins (Composition and Nutritional Value Information) on Food Packaging" to 20 mothers of toddlers who visited the Posyandu. Counseling participants are given an identity and pretest form to fill out. The first session included material on definitions and food labels, and the second session provided material on how to read composition and nutritional value information. The third session involved practicing reading packaged food and conducting questions and answers and filling in the posttest form. After 3 days of providing material, monitoring and evaluation was carried out via Whatsapp. Based on the results of statistical analysis, 55% of mothers were classified as lacking knowledge during the pretest. However, it increased after nutrition education was carried out to 95% of mothers who were classified as well informed. The results of the Wilcoxon analysis show that there is a difference in knowledge between before and after counseling with p-value = 0.007. The results of monitoring and evaluation from 5 mothers, 100% of mothers had paid attention to food labels on packaging, especially composition and nutritional information. There has been a change in practice in reading food labels.
Keywords: food labels; knowledge; nutrition information; nutrition counseling
Abstract:Urban farming is a gardening activity that uses the home yard and can still be done even if the land is small/limited. RW 06 Galur Subdistrict is in an area of Central Jakarta which is relatively densely populated, where…
it is not possible to carry out gardening activities. Hydroponics and aquaponics are solutions to the problem of limited land. This activity aims to introduce, train and assist the public about hydroponic and aquaponic technology. This activity was carried out centrally at the Ceria Command RPTRA, RW 06 Galur Village in collaboration with Working Group 3 Galur Village from August – October 2023. The equipment used included 2 sets of hydroponic frames with a total of 196 holes and 1 set of aquaponic frames with 156 holes. The activity stages start with introducing tools and vegetable seeds, sowing together, monitoring, harvesting with residents, and evaluation. During the activity, vegetables were successfully harvested 3 times with yields of 12 kg per cycle, and 7 kg of catfish were successfully harvested. Some of the harvest is given to residents and stunted toddlers, and the other part is sold to be managed again by the RPTRA.
Keywords: Aquaponics; Hydroponics; Urban Agriculture
Abstrak: Pertanian perkotaan atau dikenal sebagai urban farming merupakan kegiatan berkebun dengan memanfaatkan pekarangan rumah dan tetap bisa dilakukan walaupun lahan sempit/terbatas. RW 06 Kelurahan Galur berada di daerah Jakarta Pusat yang tergolong padat penduduk, dimana tidak memungkinkan untuk melakukan kegiatan berkebun. Hidroponik dan akuaponik merupakan solusi untuk permasalah keterbatasan lahan. Kegiatan ini bertujuan untuk memperkenalkan, melatih dan mendampigi masyarakat tentang teknologi hidroponik dan akuaponik. Kegiatan ini dilakukan secara terpusat di RPTRA Komando Ceria, RW 06 Kelurahan Galur bekerja sama dengan Pokja 3 Kelurahan Galur dari bulan Agustus – Oktober 2023. Alat yang digunakan meliputi 2 set rangka hidroponik dengan total 196 lubang dan 1 set rangka akuaponik dengan 156 lubang. Tahapan kegiatan dimulai dari pengenalan alat dan bibit sayur, menyemai bersama, monitoring, panen bersama warga, dan evaluasi. Selama kegiatan berlangsung sayuran berhasil di panen sebanyak 3 kali dengan hasil panen menghasilkan 12 kg per siklus, dan ikan lele berhasil di panen sebanyak 7 kg. Sebagian hasil panen diberikan untuk warga dan balita stunting, dan sebagian lainnnya dijual untuk dikelola kembali oleh RPTRA.
Kata kunci: akuaponik; hidroponik; pertanian perkotaan
Abstract:Abstract: Barongan Hamlet is part of Donorojo Village, Tegalrejo District, Magelang Regency. In October 2022, Barongan Hamlet is in the top position for the number of stunting cases in the Donorojo Village area. The number…
er of cases of stunting was recorded in 8 children out of 15 children aged < 5 years. In addition, there were 2 pregnant women, one of whom was detected as having KEK (chronic energy deficiency), so that they have the potential to give birth to stunted babies. One of the factors causing stunting is the lack of knowledge about nutrition during pregnancy and toddlerhood. Seeing the potential and natural resources of the Barongan area which is a rural area, the PPMT Team has a program to optimize the potential for local wisdom of family medicinal plants (toga), especially highly nutritious plants and baby/toddler massage. This activity was carried out using educational methods for cadres, youth, pregnant women and mothers of toddlers in Barongan Hamlet about risk factors, causal factors, prevention and management of stunting in the community. PPMT Team will train cadres, pregnant women and mothers of toddlers in utilizing highly nutritious plants that are easily found in the surrounding environment and doing Tui Na massage for toddlers. This activity is expected to support the resolution of stunting cases and prevent the emergence of new stunting cases. The results of the education and training activities carried out are an increase in knowledge about stunting, an increase in skills in empowering highly nutritious plants as a menu variation for toddlers, and skills in practicing Tui Na massage for toddlers.
Keywords: Stunting; Toga; Tui Na massage
Abstrak: Dusun Barongan merupakan bagian dari Desa Donorojo, Kecamatan Tegalrejo, Kabupaten Magelang. Pada Oktober 2022, Dusun Barongan berada pada posisi teratas jumlah kasus stunting di wilayah Desa Donorojo. Jumlah kasus stunting tercatat 8 anak dari 15 anak usia < 5 tahun. Selain itu, terdapat 2 ibu hamil yang salah satunya terdeteksi mengalami KEK (kekurangan energi kronis), sehingga berpotensi melahirkan bayi stunting. Salah satu faktor penyebab stunting adalah kurangnya pengetahuan tentang pemenuhan nutrisi di masa kehamilan dan masa balita. Melihat potensi dan sumber daya alam wilayah Barongan yang merupakan wilayah pedesaan, Tim PPMT memiliki program untuk mengoptimalkan potensi kearifan lokal tanaman obat keluarga (toga) khususnya tanaman bergizi tinggi serta pijat bayi/balita. Kegiatan ini dilaksanakan dengan metode edukasi bagi kader, remaja, serta ibu hamil dan ibu balita di Dusun Barongan tentang faktor risiko, faktor penyebab, upaya pencegahan dan tatalaksana stunting di masyarakat. Kemudian, Tim PPMT akan melatih kader, ibu hamil dan ibu balita di Dusun Barongan dalam mendayagunakan tanaman bergizi tinggi yang mudah ditemukan di lingkungan sekitar dan melakukan pijat Tui Na untuk balita. Hasil dari kegiatan edukasi dan pelatihan yang dilaksanakan adalah peningkatan pengetahuan tentang stunting, dan mendukung penuntasan kasus stunting, pencegahan munculnya kasus stunting yang baru peningkatan ketrampilan dalam pemberdayaan tanaman bergizi tinggi sebagai variasi menu bagi balita dan ketrampilan melakukan pijat Tui Na untuk balita.
Kata kunci: Pijat Tui Na; Stunting; Toga