RADIANT: Journal of Applied, Social, and Education Studies

Implementation of Machine Learning on Android Based Application for Classifying the Types of Injuries on Traffic Accident

Chairullah Naury — 2025-02-13

This research implements a machine learning model to classify the types of injuries sustained in road accidents. Accidents can happen anywhere and at unexpected times, and not many drivers know how to provide first aid in the event of an accident. These problems encourage researchers to carry out machine learning-based research that can provide recommendations for action and first aid materials/equipment, as well as information on the nearest health facilities to facilitate the search for help in an emergency. The machine learning model created uses a variety of training datasets in the form of a set of images of road accident injuries. The transfer learning method is used to classify injuries and road conditions. The preliminary results of the machine learning model showed promising application potential, as evidenced by the relatively high retention rate and successful classification results. The implementation of machine learning can contribute to increased safety awareness and proactive measures to reduce road accidents and injuries.

Evaluation of the Nutrition Installation Information System at RS Melati Tangerang Using the CIPP Model

Zidni Ilma Nafi’a — 2025-02-13

The implementation of the nutrition installation information system at RS Melati Tangerang still encounters several obstacles. This research aims to evaluate the nutritional installation information system at RS Melati Tangerang using the CIPP model. This type of research is a qualitative method with a case study approach. Evaluation using the CIPP model (Context, Input, Process and Product). The 5 informants included the Head of the Nutrition Installation (1 person), the Nutritionist (1 person), the Cook (1 person), and the Waiter (2 people). Data collection techniques through interviews and observation. The data that has been collected is then analyzed through stages: data reduction, data presentation and drawing conclusions. The research results show that the problems with the nutrition installation information system at RS Melati Tangerang include: programmer limitations, not all features in the system can be used, there are parts between units that are not yet integrated in the system and do not facilitate the overall service and weak monitoring. The information system for the nutrition installation at RS Melati Tangerang received a positive response, however problems were found that had an impact on service integration. It is necessary to fulfill resource needs, build an integrated system and strengthen monitoring and evaluation.

The Relationship Between Breakfast and Tea Drinking Habits with the Incidence of Anemia in Adolescent Girls in the Randublatung Health Center Working Area

Ovita Mayasari — 2025-02-13

Anemia is a condition where the hemoglobin level in red blood cells (erythrocytes) decreases, impairing the ability of red blood cells to carry oxygen throughout the body. Adolescent girls are more susceptible to anemia due to the increased iron requirements for supporting growth and the menstrual cycle. According to the World Health Organization (WHO), the prevalence of anemia among adolescent girls worldwide remains relatively high (40-80%), with anemia in Indonesia among 15-24 years old at 15.5%. In Central Java, the prevalence of anemia is 48.9%, while the anemia rate among adolescent girls in the working area of Puskesmas Randublatung is recorded at 41.14%. This studey aims to determine the relationship beetween breakfast habits and tea consumption with the occurence of anemia in adolescent girls in the Puskesmas Randublatung working area. The research used a quantitative method with a cross-sectional design. The sampling technique used was Simple Random Sampling, and data analysis was conducted using the Chi-Square Test. The results showed a relationship between breakfast habits and tea consumptoion with the incidence of anemia among adolescent girls in the Puskesmas Randublatung working area. These findings can provide input for relevant institutions to offer education on anemia prevention, such as encouraging breakfast habits and reducing tea consumption during meals for adolescent girls.