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Nurul Azmi Eka Rinie; Fiky Jayanti; Puji Lestari; Ayi Hernani Putri; Rusni Masnina

Jurnal Ilmu Kesehatan dan Gizi 2026 Pusat Riset dan Inovasi Nasional

Low Birth Weight (LBW) refers to infants born with a birth weight of less than 2,500 grams and remains an important issue in neonatal health due to its association with increased neonatal morbidity and mortality. To analyze the determinants of LBW based on primary studies published from 2021 to 2026. A literature review was conducted using the PRISMA approach. Article searches were performed through PubMed, Google Scholar, Scopus, ScienceDirect, and ProQuest using the keywords low birth weight, determinant factors, risk factors, BBLR, and faktor risiko with Boolean operators AND/OR. The inclusion criteria were primary studies, full-text availability, publication in Indonesian or English, and publication years from 2021 to 2026. A total of 20 articles were included, consisting of 15 international articles and 5 national sources. The review showed that LBW is influenced by interrelated maternal, nutritional, obstetric, and sociodemographic factors during pregnancy. The most dominant factors included multiple pregnancy with an adjusted OR of 21.74, maternal food insecurity with an AOR of 6.85, maternal hemoglobin level <11 g/dL with an AOR of 5.21, lack of iron-folic acid supplementation with an AOR of 4.17, maternal age ≤20 years with an AOR of 3.42, pregnancy interval <1 year with an adjusted OR of 2.92, missed antenatal care visits with an AOR of 2.74, smoking during pregnancy with an OR of 2.18, and maternal hypertension with an AOR of 1.94. LBW is influenced by multiple interrelated factors; therefore, efforts to reduce its incidence should focus on evidence-based interventions, particularly through optimizing antenatal care services, improving maternal nutritional status, and early detection of pregnancy.

Nizma Hartin Ferawati; Farida Noor Irfani; Nazula Rahma Shafriani

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Neonatal sepsis is a major factor contributing to morbidity and mortality in newborns. C-Reactive Protein (CRP) and leukocytes are laboratory tests used as indicators of inflammation. This study aims to determine the relationship between C-Reactive Protein levels and leukocyte profiles in neonatal sepsis patients. The research method used was an observational analytic with a cross-sectional approach. Neonatal sepsis at PKU Muhammadiyah Yogyakarta in the period 2021-2026 consisted of 30 samples using a total sampling technique. The distribution of respondents was dominated by male gender compared to female gender, who had a low birth weight <2,500 grams. Based on the study, normal CRP levels were found in 21 respondents, which was caused by a delay in increasing CRP levels. Leukocytes had high levels in 18 respondents. Leukocytes are an initial phase of examination in detecting inflammation that does not require a long time, have several different morphological types in detecting inflammation in the body. This study shows that the most dominant increase in leukocyte levels is found in eosinophils and neutrophils. Based on medical record data at PKU Muhammadiyah Hospital Yogyakarta, analysis using the Spearman correlation test yielded a correlation coefficient of 0.261 with a significance value of 0.164 (p > 0.05). The results showed no significant relationship between the studied variables, with a positive direction and weak correlation strength. The conclusion of this study is that there is no significant relationship between C-Reactive Protein levels and leukocyte profiles in neonatal sepsis patients.

Nizma Hartin Ferawati; Farida Noor Irfani; Nazula Rahma Shafriani

JURNAL ILMIAH KESEHATAN MASYARAKAT DAN SOSIAL 2026 CV. ALIM'SPUBLISHING

Neonatal sepsis is a major factor contributing to morbidity and mortality in newborns. C-Reactive Protein (CRP) and leukocytes are laboratory tests used as indicators of inflammation. This study aims to determine the relationship between C-Reactive Protein levels and leukocyte profiles in neonatal sepsis patients. The research method used was an observational analytic with a cross-sectional approach. Neonatal sepsis at PKU Muhammadiyah Yogyakarta in the period 2021-2026 consisted of 30 samples using a total sampling technique. The distribution of respondents was dominated by male gender compared to female gender, who had a low birth weight <2,500 grams. Based on the study, normal CRP levels were found in 21 respondents, which was caused by a delay in increasing CRP levels. Leukocytes had high levels in 18 respondents. Leukocytes are an initial phase of examination in detecting inflammation that does not require a long time, have several different morphological types in detecting inflammation in the body. This study shows that the most dominant increase in leukocyte levels is found in eosinophils and neutrophils. Based on medical record data at PKU Muhammadiyah Hospital Yogyakarta, analysis using the Spearman correlation test yielded a correlation coefficient of 0.261 with a significance value of 0.164 (p > 0.05). The results showed no significant relationship between the studied variables, with a positive direction and weak correlation strength. The conclusion of this study is that there is no significant relationship between C-Reactive Protein levels and leukocyte profiles in neonatal sepsis patients.

Rodianor Rodianor; Aloysia Ispriantari

Journal of Educational Innovation and Public Health 2026 Pusat Riset dan Inovasi Nasional

Immunization is a preventive measure used to protect against Tuberculosis, Diphtheria, Pertussis, Polio, Hepatitis B, and Measles. Immunization administration must be continuous, comprehensive, and conducted according to standards to provide effective health protection. The objective of this study was to determine the correlation between paternal support and the immunization status of children aged 0 to 1 year in the Tamban Baru Community hEalth Center area, Kapuas Regency. This study used a cross-sectional correlation design. The independent variable was paternal support, and the dependent variable was immunization status. The sample was selected using total sampling technique, consisting of 50 respondents. Data collection was performed using a questionnaire. The results showed a significant correlation between paternal support and the immunization status of children aged 0 to 1 year, indicated by p = 0.000017 < 0.005; thus, the null hypothesis (H0) was rejected and the alternative hypothesis (H1) accepted. This means that there is a correlation between paternal support and the immunization status of children aged 0 to 1 year. It is recommended that that cross-sector collaboration and Community Health Center authorities enhance efforts so that every immunization officer provides health education, such as counseling about immunization, and that family involvement in spreading immunization programs is increased to achieve targeted coverage through cooperation with health professionals.

Karina Haque; Dina Aristiya Sumarno

Jurnal Ilmu Kesehatan dan Gizi 2026 Pusat Riset dan Inovasi Nasional

Introduction: Dengue fever is a viral infection transmitted through the bite of infected female Aedes aegypti mosquito, caused by four dengue virus serotypes (DEN-1 to DEN-4), with clinical manifestations ranging from asymptomatic to severe disease and may be accompanied by warning sign. Concurrent infections, such as acute diarrhea, may worsen outcomes, particularly in children. Case Report: A nine-month-old female presented with a five-day history of intermittent fever and watery diarrhea. Additional symptoms included vomiting, lethargy, and decreased appetite. Physical examination showed a moderately ill appearance and sunken eyes. Laboratory findings revealed positive dengue IgM, negative dengue IgG, thrombocytopenia (22,000/µL), and hematocrit of 37%. The patient was diagnosed with dengue fever with warning sign and acute diarrhea. Management included intravenous crystalloid fluids, antipyretics, antibiotics, H2 receptor antagonists, and zinc supplementation. Conclusion: Dengue with warning sign and concurrent acute diarrhea in children increases the risk of morbidity and mortality. Early and appropriate management is essential to prevent disease progression and improve clinical outcomes.

Hidayatullah Ruslan; Eliyah Acantha Manapa Sampetoding; Yulita Sirinti Pongtambing

Merkurius : Jurnal Riset Sistem Informasi dan Teknik Informatika 2026 Asosiasi Riset Teknik Elektro dan Informatika Indonesia

In the era of digital transformation, the utilization of information technology in business activities has become an important factor in improving operational efficiency and effectiveness. Dzikri Baby Shop, a business engaged in the sale of baby equipment, still faces challenges in managing sales transactions and inventory manually, which may lead to recording errors, process delays, and less optimal customer service. This study aims to design and develop a sales information system for Dzikri Baby Shop to support digital transformation in its business processes. The system development method used in this research is Rapid Application Development (RAD), as it enables software to be developed in a relatively short time through an iterative approach and active user involvement. The system developed includes product data management, sales transaction processing, inventory control, and report generation. The testing results using the Black Box Testing method show that all system features function in accordance with user requirements. Therefore, the implementation of this sales information system is expected to improve operational efficiency, accelerate transaction processes, minimize errors in data management, and enhance the quality of customer service.

Nofiya Nofiya; Yulia Paramita Rusady

Jurnal Ilmu Kesehatan Umum, Psikolog, Keperawatan dan Kebidanan 2026 Asosiasi Riset Ilmu Kesehatan Indonesia

This study aims to determine the effect of educational activities on the management of ARI through infant massage practices on increasing maternal knowledge and reducing complaints of coughs and colds in infants in Majungan Village. The research method used was descriptive with a mixed methods approach (quantitative and qualitative). The study subjects consisted of 25 mothers with infants aged 0–12 months. Data were collected through observation, interviews, and pre-test and post-test questionnaires. The results showed that the level of maternal knowledge increased from 28% to 88% after being provided with education and demonstrations of infant massage. In addition, 76% of mothers reported a decrease in complaints of coughs and colds in infants after routine infant massage for one week. Qualitative results indicate that this activity is not only physically beneficial, but also increases the role of mothers in the management of mild ARI and awareness of the importance of cleanliness and environmental health. Thus, education on the management of ARI through infant massage practices can be one of the supporting efforts in maintaining infant health, especially in areas with limited access to health services.

Nur Fitri Farkhana; Noraeni Arsyad; Dini Nur Alpiah

Jurnal Ilmu Kesehatan 2026 Lembaga Pengembangan Kinerja Dosen

This study aimed to analyze the effect of parent empowerment in optimizing tummy time on head control in infants aged 0–6 months at community health posts in Jatisampurna, Bekasi. Early motor development requires adequate sensory–motor stimulation, yet many parents have limited knowledge and practice of prone positioning activities. A quasi-experimental one-group pretest–posttest design was employed involving nine healthy infants selected through purposive sampling. Parents received education and practical training on tummy time and were instructed to implement a home program for two weeks with a minimum duration of 30 minutes per day. Head control was assessed before and after the intervention using the Head Control Scale across prone, supine, pull-to-sit, and supported sitting positions. The results demonstrated improvements in head control scores in all positions, with the most notable gains observed in infants who had lower baseline abilities. The findings indicate that repeated prone stimulation enhances postural control through increased neck and trunk muscle activation and improved sensory–motor integration. Parent empowerment also increased knowledge, adherence to home stimulation, and active participation in child development monitoring. This community-based intervention shows potential as a promotive and preventive strategy to support early motor development through family-centered approaches at primary health services.

Mugiyanto; Abdul Haris Kuspranoto; Muslihun; Lutfiyah Rizqulloh

Jurnal Suara Pengabdian 45 2026 LPPM Universitas 17 Agustus 1945 Semarang

Pengunaan peralatan elektromedik merupakan faktor krusial dalam pemantauan kesehatan bayi dan anak terutama pada akurasi hasil yang di peroleh. Sesuai dari data yang didapat bahwa mitra telah memiliki sarana medis dasar yang memadai, namun diperlukan standarisasi manajemen pemeliharaan untuk menjaga fungsionalitas alat dalam jangka panjang. Kegiatan pengabdian masyarakat ini bertujuan untuk memperkuat kapasitas teknis para pengasuh dalam pengoperasian dan perawatan peralatan medis secara mandiri. Metode yang digunakan meliputi pemetaan kondisi alat (inventarisasi), sosialisasi prosedur teknis, serta simulasi praktik pemeliharaan preventif. Hasil kegiatan menunjukkan adanya peningkatan pemahaman praktis pengasuh mengenai aspek teknis alat, seperti perawatan mandiri, perawatan sensor oximeter, dan manajemen penyimpanan perangkat elektronik. Sebagai bentuk keberlanjutan program, telah disusun "Buku Saku SOP Perawatan Peralatan Medis" yang berfungsi sebagai panduan operasional harian bagi staf pengasuh. Luaran dari pengabdian ini memberikan dampak positif bagi mitra berupa tersedianya panduan sistem perawatan yang lebih terorganisir. Simpulan dari kegiatan ini menunjukkan bahwa integrasi antara edukasi teknis dan penyediaan panduan tertulis mampu mengoptimalkan masa pakai alat medis serta menjamin validitas hasil pemeriksaan kesehatan anak. Sinergi ini diharapkan dapat menjadi model bagi lembaga sosial dalam mewujudkan layanan kesehatan mandiri yang berkualitas

Meyliya Qudriani; Nora Rahmanindar; Umriaty Umriaty; Intan Cristy; Mayasari Rizqi

Jurnal Pengabdian Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Data from the 2020 LFSP (Long Form Population Census) recorded a maternal mortality ratio of 189 per 100,000 live births, while the infant mortality rate was recorded at 16.85 per 1,000 live births. The causes of maternal mortality were hemorrhage, preeclampsia/eclampsia, infection, prolonged labor, and miscarriage. Meanwhile, the majority of infant deaths were due to low birth weight, asphyxia, and infection at birth. Stunting remains a particular concern in Tegal City. Various measures have been taken, and the stunting rate has decreased to around 13.8% according to data from early 2025. This PKM is expected to increase public knowledge on caring for pregnant women, women in labor, postpartum women, and newborns, as well as preventing stunting in children, thereby reducing maternal and infant mortality rates. The methods used in this activity include health education and outreach with a promotive and preventive approach, targeting pregnant women and mothers with infants and toddlers. Community service was held on Wednesday, December 17, 2025, from 8:30 a.m. to 12:00 p.m. at the Boegenvil Health Center in Cabawan Village, Tegal City, with 53 participants. The results of this activity showed an increase in the level of knowledge of the participants, from 11 people with a good level of knowledge to 41 people after receiving counseling, with 3 participants still having a low level of knowledge.

Meyliya Qudriani; Nora Rahmanindar; Umriaty Umriaty; Intan Cristy; Mayasari Rizqi

Jurnal Pengabdian Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Data from the 2020 LFSP (Long Form Population Census) recorded a maternal mortality ratio of 189 per 100,000 live births, while the infant mortality rate was recorded at 16.85 per 1,000 live births. The causes of maternal mortality were hemorrhage, preeclampsia/eclampsia, infection, prolonged labor, and miscarriage. Meanwhile, the majority of infant deaths were due to low birth weight, asphyxia, and infection at birth. Stunting remains a particular concern in Tegal City. Various measures have been taken, and the stunting rate has decreased to around 13.8% according to data from early 2025. This PKM is expected to increase public knowledge on caring for pregnant women, women in labor, postpartum women, and newborns, as well as preventing stunting in children, thereby reducing maternal and infant mortality rates. The methods used in this activity include health education and outreach with a promotive and preventive approach, targeting pregnant women and mothers with infants and toddlers. Community service was held on Wednesday, December 17, 2025, from 8:30 a.m. to 12:00 p.m. at the Boegenvil Health Center in Cabawan Village, Tegal City, with 53 participants. The results of this activity showed an increase in the level of knowledge of the participants, from 11 people with a good level of knowledge to 41 people after receiving counseling, with 3 participants still having a low level of knowledge.

Lusiana Hutapea; Veroneka Yosefpa Windahandayani; Ketut Suryani

Jurnal Ilmu Kesehatan dan Gizi 2026 Pusat Riset dan Inovasi Nasional

Background: Most premature infants experience feeding difficulties, including difficulty getting food into their mouths, limited oral capacity, and impaired tongue movement in transferring the bolus toward the posterior part of the oral cavity. This condition underscores the need for special attention in the care of premature infants, particularly in meeting their nutritional needs, which play a crucial role in supporting growth and survival. Purpose: To implement oral motor stimulation interventions for premature infants with feeding problems in the Perinatology Room of Charitas Hospitals Palembang. Method: This case study was conducted on 3 premature infants who received oral motor stimulation interventions for 3 days, with a training frequency of 2 times a day, morning and evening, for 15 minutes. Results: After oral motor stimulation interventions were performed on the three premature infants, good improvement data were obtained, namely in the strength of sucking and swallowing reflexes, and improvement in sucking movements as preparation for the transition from enteral to oral feeding. Conclusion: Providing oral motor stimulation interventions to premature infants helps improve their feeding abilities by enhancing sucking and swallowing reflexes and supporting optimal nutritional intake.

Nadiyatul Hoiriyah; Yulia Paramita Rusady

Jurnal Pengabdian dan Keberlanjutan Masyarakat 2026 Lembaga Pengembangan Kinerja Dosen

Umbilical cord infection remains one of the major causes of morbidity and mortality among newborns, particularly in areas where knowledge and health practices are still limited. Padellegan Village is one of the regions where some mothers continue to practice traditional cord care methods, such as using herbal mixtures or non-sterile materials, which increases the risk of omphalitis. Initial situation analysis indicates that 40–60% of postpartum mothers are not yet familiar with the principles of clean and dry cord care (dry cord care), and access to accurate health information is still limited. Based on this condition, education on umbilical cord care is essential to improve mothers’ and health cadres’ understanding and skills in preventing neonatal infections. This community service activity focuses on providing evidence-based education regarding safe cord care techniques, infection risk factors, and danger signs that need to be recognized. Padellegan Village was selected due to the high need for maternal–neonatal health education and the low level of community knowledge related to cord care. This activity is expected to bring positive changes, such as improved maternal behavior in performing proper cord care, reduced use of unhygienic traditional methods, and strengthened roles of health cadres in monitoring neonatal health. Enhancing appropriate cord care practices can reduce the risk of infection in newborns, thereby contributing to improving the overall health status of the community in Padellegan Village.

Fairuz Niken Prasasti; Elsye Souvriyanti; Sri Hastuti Andayani

Jurnal Riset Rumpun Ilmu Kedokteran 2026 Pusat riset dan Inovasi Nasional

Hemangioma is the most common benign vascular tumor in infancy and is generally characterized by a proliferative phase followed by spontaneous involution. Although most cases resolve without intervention, treatment is required when hemangiomas cause functional impairment, ulceration, or life-threatening complications. Lingual hemangioma is a rare presentation and may result in significant feeding difficulties and airway compromise, requiring prompt and multidisciplinary management. This study aims to report the comprehensive management of a refractory lingual hemangioma in an infant, emphasizing diagnostic evaluation, therapeutic strategy, and nutritional support. A six-month-old female infant presented with a lingual hemangioma associated with progressive feeding difficulties. Prior to initiating therapy, a thorough diagnostic workup was performed, including echocardiography to assess cardiac function, magnetic resonance imaging (MRI) to evaluate lesion extent, and computed tomography angiography (CT-angiography) to delineate vascular anatomy. The patient initially received oral propranolol as first-line therapy; however, due to an inadequate response, combination chemotherapy with Bleomycin–Vincristine (BV) was initiated. To minimize the risk of toxicity, a 50% dose reduction was applied. Clinical evaluation demonstrated a favorable therapeutic response, with a reduction in lesion size and improvement in feeding ability after 10 weeks of treatment. No severe adverse effects were observed during the treatment period. To ensure adequate nutritional intake and support growth, enteral nutrition via a nasogastric tube (NGT) was provided throughout the course of therapy. This case highlights the importance of comprehensive diagnostic assessment, individualized treatment planning, and close monitoring in refractory hemangioma. In addition, optimal nutritional support plays a crucial role in overall patient outcomes. A multidisciplinary approach is essential for the successful management of complex infantile hemangiomas with functional complications.

Suci Sulistyorini; Susmita Susmita

Jurnal Inovasi Sosial dan Pengabdian 2026 Lembaga Pengembangan Kinerja Dosen

Gross motor development in infancy is a crucial aspect of child growth that requires early and continuous stimulation. Limited maternal knowledge and skills in providing appropriate stimulation may hinder the achievement of infants’ gross motor milestones. This program aimed to empower mothers to stimulate infants’ gross motor development through tummy time and baby yoga at PMB Lina Contesa. A community empowerment approach with a one-group pretest–posttest design was applied. The participants were mothers with infants aged 3–12 months. The intervention included health education, demonstrations, hands-on practice, and mentoring in performing tummy time and baby yoga. Evaluation was conducted by assessing maternal knowledge and skills before and after the program. The results showed an increase in the mean knowledge score from 56.4 ± 8.7 to 85.2 ± 6.9 after the intervention. In addition, the proportion of mothers who were able to correctly perform gross motor stimulation techniques increased from 27.8% to 88.9%. These findings indicate that empowering mothers through education and training in tummy time and baby yoga is effective in improving maternal knowledge and skills and has the potential to support the optimization of infants’ gross motor development.

Fitri Fitri; Arfiani Arfiani; Nadya Auliya Ramadani; Mutiara Sabrina; Niken Stevani

Jurnal Pengabdian dan Pembangunan Lokal 2026 Lembaga Pengembangan Kinerja Dosen

Infant massage is an early stimulation method that plays a role in increasing infant weight gain, sleep quality, and comfort. However, limited parental resources and access to healthcare facilities prevent massage services from being optimally implemented. This community service activity aims to improve infant health through homecare-based infant massage services that are easily accessible to families. The activity was conducted on June 22, 2025, in Bulukumba Regency, targeting five infants aged 2–5 months. The activity methods included: (1) initial weight measurement, (2) education on correct massage techniques, (3) massage using olive oil for 15–20 minutes, and (4) monitoring infant sleep patterns and comfort. Repeat measurements were conducted after the intervention. Results showed post-intervention weight gain in all infants, improved sleep patterns (infants fell asleep more easily and slept longer), and increased appetite. Mothers also demonstrated improved self-massage skills. In conclusion, homecare-based infant massage has been proven effective in improving infant comfort, sleep patterns, and weight gain. This program is worthy of continuation and expansion to support community midwifery services

Sumarji Sumarji; Riki Riki

Populer: Jurnal Penelitian Mahasiswa 2026 Universitas Maritim AMNI Semarang

This study aims to determine the influence of product, price, distribution channels, and promotion on customers’ purchasing decisions of Sweety baby diapers at PT Hansel Duta Niaga Pratama Batam. This research uses a quantitative approach. The population in this study consists of all customers who purchased Sweety baby diapers at PT Hansel Duta Niaga Pratama Batam. The sampling technique employed was purposive sampling, with a total of 105 respondents. The results indicate that, partially, the product and promotion variables have a positive and significant effect on purchasing decisions, while price and distribution channels do not significantly influence purchasing decisions. Simultaneously, the variables of product, price, distribution channels, and promotion have a positive and significant effect on the purchasing decisions of Sweety baby diapers at PT Hansel Duta Niaga Pratama Batam. These findings are expected to serve as a useful reference for the company in developing more effective marketing strategies, particularly by focusing on improving product quality and promotional efforts to encourage consumer purchasing decisions.

Wijaya, Sky Xavier; Kenichiro, Yoshie; Felim, Filbert; HS, Christnatalis; Prabowo, Agung

Dinamik 2026 Universitas Stikubank

Deteksi nyeri secara objektif merupakan tantangan penting dalam dunia medis, terutama bagi pasien yang tidak mampu menyampaikan rasa sakitnya secara verbal, seperti bayi, lansia, atau penderita gangguan komunikasi. Teknologi non- invasif berbasis sensor menjadi solusi potensial untuk mengatasi keterbatasan metode subjektif. Penelitian ini bertujuan meninjau secara sistematis literatur terkini mengenai penerapan Radar MIMO dan algoritma kecerdasan buatan dalam deteksi nyeri non-invasif. Metode yang digunakan adalah Systematic Literature Review (SLR) dengan pedoman PRISMA 2020, melalui penelusuran basis data IEEE Xplore, ScienceDirect, PubMed, Google Scholar, dan SpringerLink untuk periode 2021– 2025. Dari hasil seleksi diperoleh 17 artikel inklusi yang mencakup penggunaan Radar MIMO, UNBC-McMaster, BioVid, Medical Imaging (CT/MRI), Radar SISO, serta studi review, survey, bibliometrik, dan teoretis. Dari sisi algoritma, CNN dan SVM menjadi pendekatan paling dominan, diikuti Neural Network dan metode lain, dengan tren yang mengarah pada penggunaan multimodal untuk meningkatkan akurasi. Hasil penilaian kualitas dengan GRADE menunjukkan mayoritas studi berkualitas sedang, dengan keterbatasan utama pada ukuran sampel kecil, pelabelan nyeri yang belum konsisten, bias populasi, serta kurangnya validasi klinis nyata. Kesimpulannya, Radar MIMO dan algoritma deep learning memiliki potensi besar untuk deteksi nyeri non-invasif. Namun, penelitian lanjutan perlu difokuskan pada pembangunan dataset yang lebih inklusif, standarisasi pelabelan nyeri, serta pengujian dalam konteks klinis, dengan memperhatikan aspek etika dan privasi agar teknologi ini dapat diimplementasikan secara luas dalam layanan kesehatan.

Rhadis Steffani Saputri; Jasmir Jasmir; Gunardi Gunardi

Prosiding Seminar Nasional Ilmu Teknik 2025 Asosiasi Riset Ilmu Teknik Indonesia

Sudden Infant Death Syndrome (SIDS) is a sudden and unexpected death in infants that is often associated with the prone sleeping position. This study aims to develop an automated monitoring system capable of detecting SIDS risk factors using the YOLOv8 algorithm and to analyze the effect of data augmentation on model performance. The dataset consists of two classes, baby-lying-on-back (supine) and baby-lying-on-stomach (prone), which were processed through model training and evaluation using precision, recall, F1-score, and mAP metrics. The model was trained under two scenarios, without data augmentation and with data augmentation. The results show that the model without augmentation achieved a precision of 90%, recall of 85%, F1-score of 86%, and mAP50 of 93.7%. After applying augmentation, performance improved to a precision of 90%, recall of 87%, F1-score of 88%, and mAP50 of 95.1%. These findings indicate that augmentation increases detection accuracy and enhances model generalization, including robustness against variations in lighting and camera angles. Furthermore, testing with image and video inputs revealed that the non-augmented model exhibited a tendency toward overfitting, particularly in favor of the baby-lying-on-stomach, whereas the augmented model successfully classified both classes accurately. The developed system is also equipped with an alarm feature and early-warning notifications via Telegram to smartphone when a prone position is detected for a certain duration. Overall, the results demonstrate that YOLOv8 with data augmentation is effective for an automated, non-invasive monitoring system for infants, making it suitable for detecting and preventing potential SIDS risk factors.

Antoni Antoni; Faisal Akbar; Endah Tri Wisudaningsih

Jurnal Pengabdian Masyarakat dan Transformasi Kesejahteraan 2025 Lembaga Pengembangan Kinerja Dosen

This study aims to strengthen the understanding of UNZAH Genggong students regarding the concept of the vital period and the development of awareness in infants. A qualitative approach was employed through interview and observation techniques to explore the process of improving this understanding. The findings indicate that structured learning and hands-on practice significantly enhance students’ knowledge of the vital period concept and the importance of awareness in supporting optimal infant development. Furthermore, the intervention emphasizes the need for integrating theory and practice in the learning process to improve students’ competencies in childcare and child development. The strategies implemented not only reinforce students’ conceptual understanding but also develop their practical skills, which are crucial in the context of early childhood education. The data show that educational strategies combining theory and practice can be sustained, providing a positive impact on the improvement of students’ competencies and the overall quality of early childhood education. Therefore, strengthening students’ understanding of the concepts of the vital period and infant awareness can make a significant contribution to better childcare quality and child development.