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Stunting is a multifactorial public health problem influenced by various risk factors that may emerge during the prenatal period. Early identification of stunting risk during pregnancy is important to support preventive interventions. This study aimed to develop a stunting risk prediction model based on maternal prenatal factors using the Random Forest algorithm. Secondary data from 172 pregnant women, consisting of 83 stunting cases and 89 non-stunting cases, were analyzed. The predictor variables included maternal age during pregnancy, height, hemoglobin level, mid-upper arm circumference (MUAC), smoking history, hypertension, asthma, and diabetes mellitus. The research stages consisted of data preprocessing, model training using Stratified 5-Fold Cross Validation, performance evaluation, external testing, and feature importance analysis. Internal evaluation results showed an accuracy of 60%, precision of 60.6%, recall of 57.3%, F1-score of 58.9%, and AUC of 0.6688. External testing yielded an accuracy of 70% and an AUC of 0.6167. Feature importance analysis identified maternal age during pregnancy as the most influential variable in the prediction process. The findings indicate that maternal prenatal factors have potential for early stunting risk identification, although the predictive performance remains moderate. This approach may serve as a foundation for developing early screening tools to support targeted interventions among high-risk pregnancies.

This community service activity aimed to improve students’ knowledge and awareness regarding the dangers of vaping, free sex, and drug abuse among adolescents. The activity was conducted at SMAN 3 Lamongan on April 13, 2026, involving 28 students. The implementation method consisted of health counseling through material presentation using presentation media, interactive discussions, and evaluation using pretest and posttest methods. The materials covered the dangers of vaping and smoking, risky sexual behavior, and drug abuse. The results showed an increase in students’ knowledge after the counseling session. The average pretest score was 84.24%, which increased to 98.57% in the posttest. The Wilcoxon test result showed a significance value of 0.000 (<0.05), indicating a significant difference between pretest and posttest scores. This demonstrates that health education was effective in improving students’ knowledge related to healthy lifestyles and prevention of risky behaviors. Therefore, this activity is expected to serve as a promotive and preventive effort in shaping a healthy young generation that is aware of the importance of maintaining personal health

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.

Background: Acute respiratory infection (ARI) remains a major public health concern, particularly in primary care settings. Lifestyle factors such as dietary patterns and physical activity are increasingly recognized as potential contributors to respiratory health. Objective: This study aimed to examine the association between dietary patterns, physical activity, and ARI among primary care patients in East Halmahera, Indonesia. Methods: A cross-sectional study was conducted at a primary health care facility in East Halmahera, Indonesia, from January to February 2026, involving 106 respondents selected using a total sampling technique. Data were collected using structured questionnaires and medical records. Variables included sociodemographic characteristics, dietary patterns, physical activity, and ARI status. Data were analyzed using descriptive statistics and Chi-square tests with a significance level of p < 0.05. Results: The prevalence of ARI among respondents was 77.4%. Bivariate analysis showed that dietary patterns (p = 0.006) and physical activity (p = 0.015) were significantly associated with ARI. In contrast, age, gender, marital status, education level, employment status, smoking, and alcohol consumption were not significantly associated with ARI (p > 0.05). Conclusion: Dietary patterns and physical activity were significantly associated with ARI among primary care patients in East Halmahera. These findings highlight the importance of lifestyle-related factors in addressing respiratory infections at the primary care level.  

This study aims to explore issues faced by students and the contribution of guidance and counseling (BK) services in addressing various challenges at MTSN Cirebon. The issues studied include low levels of discipline, school withdrawal behavior, lack of learning motivation, and smoking habits among students. This study employed a qualitative, descriptive approach. Participants in the study consisted of BK teachers, students, and student organizations (OSIM and MPK) selected using a purposive sampling technique. Data were collected through in-depth interviews, observation, and documentation. Data analysis was conducted using an interactive model involving data reduction, data presentation, and conclusion drawing. Its validity was tested through triangulation of sources and techniques. The findings of this study indicate that the issues faced by students are influenced by internal and external factors, such as lack of self-awareness, low learning motivation, environmental impacts, and excessive use of social media. BK services play a vital role in addressing these issues through preventive and curative approaches, as well as collaboration between teachers, students, parents, and school organizations. In addition, consistent discipline, engaging learning methods, and monitoring of student behavior are also crucial elements in problem-solving efforts. This research confirms that resolving student issues requires a comprehensive and collaborative approach across all parties within the school environment. Guidance and counseling services play a strategic role in supporting students in overcoming challenges and developing their full potential.

The implementation of smoking prohibition policies in Islamic boarding schools continues to depend largely on manual monitoring methods, which often face challenges related to consistency and supervision range. This study aims to design an Internet of Things (IoT)-based cigarette smoke detection system as an alternative monitoring approach that is more effective, measurable, and sustainable. The system design combines an MQ-2 gas sensor with a NodeMCU ESP8266 microcontroller programmed through the Arduino IDE platform. When smoke levels detected by the sensor exceed the predetermined limit, the system automatically triggers a buzzer and LED as warning indicators while simultaneously sending monitoring data to cloud-based platforms such as Firebase or ThingSpeak for real-time observation through web interfaces. The research outputs include a comprehensive system design consisting of system architecture, electronic circuit schematics, flowcharts, and pseudocode that are systematically arranged to support future prototype development and implementation. Through this design, the proposed system is expected to provide an initial technological solution that can enhance the effectiveness of monitoring and enforcing smoke-free regulations within Islamic boarding school environments.

Smoking behavior is a modifiable risk factor for hypertension, with hypertension prevalence generally increasing alongside higher cigarette consumption and longer smoking duration. Research on hypertension prevalence among productive-age smokers in Indonesia using national-scale data remains scarce in Indonesian publications. This study aims to analyze factors influencing hypertension among productive-age smokers in Indonesia in 2015, utilizing data from the Indonesia Family Life Survey (IFLS) 2015. The research employs a quantitative design with an analytical observational approach using a cross-sectional study. The sample comprises 10,677 productive-age smokers in Indonesia, selected via multi-stage random sampling across 32 provinces in 2015. Independent variables include age, gender, employment status, work region, cigarettes smoked, smoking duration, and daily cigarette consumption, while the dependent variable is hypertension. Hypertension prevalence among productive-age smokers in Indonesia in 2015 reached 8.53%, with significant predictors including age ≥36 years, female gender, employment status, smoking intensity of 21–30 or >31 cigarettes/day, and smoking duration >16 years—reflecting multifactorial interactions of biological, behavioral, and socioeconomic factors. Accordingly, recommendations include routine screening at primary health centers for at-risk groups, tobacco control programs based on dose-duration, economic empowerment for the unemployed, intensive screening with lifestyle counseling by healthcare providers, and longitudinal designs for future causal studies.

Chronic Coronary Syndrome (CCS) is a contemporary term that replaces stable coronary artery disease (CAD) and describes a spectrum of clinical conditions resulting from chronic abnormalities of the coronary arteries. This condition is characterized by a mismatch between myocardial oxygen supply and demand that is transient and reversible, commonly presenting as stable angina pectoris. CCS contributes significantly to global cardiovascular morbidity and mortality, including in Indonesia. The underlying pathophysiology primarily involves atherosclerosis and microvascular dysfunction leading to myocardial ischemia. Diagnosis is established through comprehensive history taking, physical examination, and both invasive and non-invasive investigations such as electrocardiography, stress testing, and cardiac imaging. Risk stratification using pre-test probability plays a crucial role in guiding further diagnostic evaluation. The management of CCS aims to relieve symptoms and prevent adverse cardiovascular events through pharmacological and non-pharmacological approaches, as well as revascularization when indicated. Pharmacological therapy includes antianginal agents, antiplatelet drugs, and lipid-lowering agents, while lifestyle modifications such as smoking cessation, healthy diet, and regular physical activity are essential in preventing disease progression. With accurate diagnosis and comprehensive management, the morbidity and mortality associated with CCS can be reduced.

Industrial dust exposure is a hazardous work environment that can potentially cause respiratory problems in workers, particularly in industrial sectors with production activities that generate high levels of dust particles. This study aims to examine the relationship between industrial dust exposure and respiratory problems in workers through a systematic review. The method used was a qualitative descriptive literature study of scientific articles from 2021-2026 obtained through Google Scholar based on inclusion and exclusion criteria, then systematically analyzed. The results of the study indicate that most studies found a significant relationship between dust exposure and respiratory problems, especially in work environments with dust levels exceeding the threshold limit (TLV). Common symptoms include coughing, shortness of breath, phlegm production, and decreased lung function. In addition to dust levels, other factors such as duration of exposure, length of service, smoking habits, and the use of personal protective equipment (PPE) also play a role in increasing the risk. However, several studies showed insignificant results, which are suspected to be influenced by the use of proper PPE and an effective work environment control system. These findings confirm that dust exposure is a significant, multifactorial risk factor, necessitating comprehensive control efforts through a hierarchy of controls, environmental monitoring, and regular health checks to prevent long-term impacts on worker health.

Tobacco use remains a significant public health issue in Indonesia. Adolescents are considered capable of making their own decisions, including the choice to smoke. According to the Global Adult Tobacco Survey (GATS) 2021, the smoking prevalence in Indonesia is 33.5%, equivalent to 68.8 million people. This study aims to analyze the factors influencing smoking behavior among adolescents. The results of this study emphasize the importance of greater attention and action to smoking prevention efforts among adolescents, especially among males and those in the older age group. The interventions focused on health education and raising awareness of the dangers of smoking which need to be enhanced, as well as involving family and schools to create a supportive environment therefore the adolescents can make healthier decisions. Furthermore, these results can serve as a basis for the development of more effective policies to address the issue of smoking among adolescents in Indonesia. The research employed a descriptive quantitative method with a cross-sectional design. A total of 5,181 respondents were selected using simple random sampling, and data were collected using a questionnaire. The findings reveal that daily smoking behavior among adolescents is still relatively high, with 11.7% of respondents smoking every day. The majority of respondents were male (70.78%), with the largest age groups being 15 years (21.3%) and 14 years (20.6%). Bivariate analysis using the Chi-Square test indicated a significant relationship between smoking behavior and both age and gender, with a p-value of 0.000 (p < 0.05). These results suggest that male adolescents and older age groups are more likely to engage in smoking behavior than their counterparts.

The implementation of Clean and Healthy Living Behavior (PHBS) begins at an early age, particularly among school children, who learn extensively from their surrounding environment through the School Health Program (UKS). Although the family is the primary unit in shaping PHBS habits, parents’ busy schedules often lead children to interact more with teachers and peers at school. This study aims to determine the effectiveness of the UKS program on students’ PHBS at SD Lambaro Angan, Darussalam District, Aceh Besar Regency in 2024. This research employed a cross-sectional design with a population of 321 students and a sample of 76 respondents. Data collection was conducted on March 4, 2024. The results indicate that the UKS program has a significant effect on students’ PHBS, including habits such as washing hands with running water and soap, purchasing healthy snacks at the school canteen, disposing of waste properly, participating in physical exercise, not smoking at school, eliminating mosquito larvae, and using school sanitation facilities (p < 0.05). However, no significant effect was found on activities such as weighing body weight and measuring height. In conclusion, the UKS program is effective in improving students’ PHBS. These findings are expected to provide input for schools to optimize the implementation of UKS and enhance PHBS promotion so that students can apply clean and healthy living behaviors in their daily lives.

This study examines visual distortion, the use of emotional color, and expressive composition in Affandi's painting Self-Portrait Smoking a Pipe (1977), focusing on a systematic and contextual visual hermeneutic reading. The research background stems from the need to update the study of Indonesian expressionism through the integration of contemporary theories on visual perception, color psychology, and gestural analysis. This study aims to reveal how anatomical distortion, color dynamics, and non-linear compositional structures function as expressive strategies that reflect the artist's psychological condition and existential reflections in the final period of his life. The research method uses a descriptive qualitative approach and visual hermeneutic analysis through observation of digital documentation and a review of recent literature (2020–2025). The findings indicate that the distortion of shapes in the facial area and the finger-swiping gesture represent emotional tension, while the dominance of red, yellow, and green colors forms an affective spectrum that strengthens the psychological atmosphere in the work. The asymmetrical composition with diagonal lines creates a dynamic visual rhythm and directs the viewer's focus to the center of expression. The implications of the research emphasize that Affandi's works need to be read through a multidimensional approach that combines psychological, aesthetic, and hermeneutic aspects in order to obtain a more comprehensive understanding of his expressionist character.

Chronic Obstructive Pulmonary Disease (COPD) is a progressive chronic respiratory disease primarily caused by smoking and is one of the leading causes of death worldwide. In Pekanbaru City, 4,226 cases (5.7%) have been recorded, indicating a significant public health concern. Therefore, more effective prevention efforts are needed to reduce the incidence and impact of COPD in the community. The purpose of this study is to determine the relationship between the degree of smoking and the severity level of Chronic Obstructive Pulmonary Disease (COPD) at Garuda Public Health Center, Pekanbaru. This study uses a quantitative approach with a descriptive correlational design and a cross-sectional method. The results showed that among COPD patients with a mild smoking degree, 14 respondents (13.6%) had mild COPD severity, 31 respondents (30.1%) had moderate COPD severity, and 17 respondents (16.5%) had severe COPD. Meanwhile, among patients with a moderate smoking degree, 10 respondents (9.7%) had mild COPD severity, 11 respondents (10.7%) had moderate COPD severity, and 20 respondents (19.4%) had severe COPD. The chi-square test result showed a p-value of 0.04, which is less than 0.05, indicating a statistically significant relationship between smoking degree and the severity of COPD. There is a significant relationship between the degree of smoking and the severity of COPD. Patients with higher smoking degrees tend to have more severe COPD. It is recommended that healthcare workers enhance education and smoking cessation programs to prevent and reduce the severity of COPD in the community.

This study aims to analyze the dynamics of peer pressure as a factor that forms problematic behavior in adolescents. This study uses a literature review method with more than 19 relevant journals. The selected journals followed inclusion criteria that focused on adolescents, peer pressure, and problematic behaviors within a specific time frame. The results of the study showed that peer pressure contributes to problematic behaviors such as aggressive behavior and social violence (bullying, cyberbullying, aggressiveness, disruptive behavior), addictive and health-risking behaviors (smoking, alcohol consumption/drinking behavior), violations of academic/school norms (truancy, juvenile delinquency), online/sexual risky behavior (cybersex), and internal psychological problems (decreased self-confidence). The psychosocial dynamics found included the need for acceptance, group conformity, low self-control, and weak family support. These influences can be direct or indirect through the internalization of group values. These findings confirm that problematic behaviors are not formed singularly, but from complex interactions between individual factors and the social environment. Therefore, prevention efforts require a collaborative approach between families, schools, and the community.

Family health is a fundamental component of public health development, as the family represents the smallest social unit shaping individual health behaviors. This study aimed to analyze the family health conditions of the community in Pulau Jambu Village, Kampar District, based on demographic, behavioral, socioeconomic, and environmental factors. A descriptive quantitative approach was employed with a total sample of 153 respondents selected using random sampling, ensuring equal probability for each population member to be included.The results indicated that most respondents were in the productive age group of 19–60 years (68.8%), with farming as the dominant occupation (47.1%). The majority relied on borehole wells as their water source (61.4%); however, 47.1% had septic tank distances ≤10 meters, posing potential risks of water contamination. Regular physical activity was reported by 60.8% of respondents, yet the prevalence of smoking was very high (78.4%). Most respondents had a junior high school education (45.1%), influencing health literacy levels, although 58.2% demonstrated good knowledge of clean and healthy living behavior (PHBS). Health service utilization was relatively high (86.3%), though some residents still practiced traditional treatment.In conclusion, family health conditions are influenced by a combination of behavioral, environmental sanitation, and socioeconomic factors. Strengthening family-based health interventions through PHBS education, smoking control, and environmental sanitation improvement is essential to enhance sustainable community health status.

Lifestyle changes, such as smoking habits, low physical activity, and suboptimal sleep patterns, have the potential to affect various health indicators. However, empirical evidence showing a direct link between lifestyle factors and objective health indicators still shows varying results. This study aims to analyze the relationship between lifestyle factors and health indicators in adult respondents, in an effort to provide an empirical picture of behavioral factors related to health conditions. This study used a quantitative approach with a cross-sectional observational analytic design. Data were obtained from 94 respondents who had complete lifestyle data and health examination results. Lifestyle factors analyzed included smoking habits, exercise frequency, and sleep duration, while health indicators included body mass index (BMI), systolic and diastolic blood pressure, blood sugar levels, cholesterol, uric acid, and pulse rate. Data analysis was performed using descriptive statistics, the Shapiro–Wilk normality test, and the Spearman correlation test according to the characteristics of the data distribution. The results showed that smoking habits were significantly associated with diastolic blood pressure (p < 0.05), exercise frequency was significantly associated with BMI and systolic blood pressure (p < 0.05), and sleep duration was significantly associated with uric acid levels (p < 0.05). Meanwhile, the relationship between lifestyle factors and other health indicators did not show statistical significance. These findings indicate that the influence of lifestyle on health is specific to certain indicators and is not evenly distributed across all health parameters. This study concludes that identifying lifestyle factors relevant to certain health indicators is important as a basis for formulating more targeted health promotion strategies.

Smoking is the activity of smoking smoke from the burning of tobacco in cigarettes, one end of the cigarette is burned and the smoke can be smoked through the mouth on the other end. If the amount or form of hemoglobin is abnormal, red blood cells cannot function properly in transporting oxygen and carbon dioxide. This can trigger various health problems, including anemia. From the results of this study, we can see that the average value or mean value of hemoglobin levels is 12.5 g/dL, the median value is 12.9 g/dL, the minimum value is 11.9 g/dL, and the maximum value is 16.2 g/dL. The results showed that most of the respondents had hemoglobin levels within normal limits. In detail, hemoglobin levels in the normal category were 23 respondents, low category was 1 respondent, and high category was 1 respondent. This shows that the majority of active smokers in Market VI of North Binjai Village still have normal hemoglobin levels, although smoking has the potential to affect oxygen transport capacity in the long term and increase the risk of health problems if it continues continuously.

Oral candidiasis pseudomembranous is an infection of the oral cavity caused by microorganisms such as fungi, specifically due to the overgrowth of Candida albicans. It frequently manifests in individuals with impaired local or systemic immunity, or those with specific behavioral risk factors. Predisposing factors, such as habitual alcohol consumption and smoking, play a significant role in reducing the resilience of the oral mucosa and altering the balance of the normal oral flora. This case report aims to examine the correlation between behavioral risk factors and the development of pseudomembranous oral candidiasis. A 22-year-old male was reported to have a lesion consisting of thick, raised, whitish plaques that were non-scrapable and asymptomatic. The patient had an unhealthy lifestyle, including alcohol consumption and smoking two packs per day, along with poor oral hygiene. To confirm the suspicion of oral thrush, a potassium hydroxide (KOH) examination was performed, which revealed the presence of Candida albicans. This led to therapeutic management using Nystatin (Candistatin) and Chlorhexidine, complemented by mechanical treatment with a tongue scraper. Pseudomembranous oral candidiasis in this 22-year-old male patient is a classic example in which local behavioral risk factors and lifestyle act as the main triggers of infection.

Knee osteoarthritis is a degenerative joint disease that commonly affects older adults and causes pain and functional limitations. Age, obesity, a sedentary lifestyle, and comorbidities influence disease severity and response to medical rehabilitation. This study aimed to describe the characteristics of geriatric patients with knee osteoarthritis receiving medical rehabilitation therapy at Ibnu Sina Hospital, Makassar, in 2024. This was a quantitative descriptive study with a cross-sectional design. The results showed that most geriatric patients with knee osteoarthritis undergoing medical rehabilitation at Ibnu Sina Hospital in 2024 were in the 60–70 year age group and were predominantly female. The majority of patients had a body mass index in the overweight to obese category. Most patients had no history of smoking but had one or more comorbidities, particularly hypertension and diabetes mellitus. Medical rehabilitation therapy was generally provided as a combination of several modalities. In conclusion, geriatric patients with knee osteoarthritis receiving medical rehabilitation were predominantly aged 60–70 years, female, overweight or obese, and had comorbidities. These findings highlight the importance of individualized and multidisciplinary rehabilitation approaches based on patient characteristics

Musculoskeletal Disorders (MSDs) are disorders of the skeletal muscles that can range from very mild to very painful. Repeated static loads over a long period of time can cause damage to joints, ligaments, and tendons. Musculoskeletal disorders can occur due to several factors, including occupational factors, individual factors, psychosocial factors, and environmental factors. This study aims to analyze the relationship between age, length of service, and smoking habits with musculoskeletal disorders in furniture craftsmen. This study used an observational analytical study with a cross-sectional design. The sample used a total population of 51 workers. Data collection techniques were observation and filling out the Nordic Body Map (NBM) questionnaire. Data analysis used the Somers'd. The results of the analysis showed that there was a relationship between age (p value = 0.015), length of service (p value = 0.001), and smoking habits (p value = 0.000) with the incidence of Musculoskeletal Disorders (MSDs).