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The increasing popularity of e-commerce has driven the development of more sophisticated product recommendation systems to enhance user experience. Within this framework, the incorporation of Artificial Intelligence (AI) has become essential for enhancing the caliber of product suggestions through the examination of user behavioral patterns and product attributes. This paper explores the incorporation of artificial intelligence into e-commerce product recommendation systems. This strategy integrates AI methodologies like machine learning, data mining, and natural language processing (NLP) to produce recommendation systems that are personalized and pertinent. Through in-depth analysis of user data and product information, the system can predict user preferences with higher accuracy, improve user engagement levels, and ultimately increase sales conversions. By combining domain knowledge, technical expertise, and the latest research methodologies, This research offers valuable insights for both e-commerce system developers and artificial intelligence researchers. The integration of artificial intelligence into product recommendation systems represents a critical measure in facilitating growth and fostering innovation within the ever-changing e-commerce landscape.  

The Indonesian economy is one of the most dynamic in Southeast Asia and the pioneer of the largest economy in Indonesia is UMKM. (Usaha Mikro, Kecil, dan Menengah). UMKM can be a means of determining the financial level of the community. With the presence of small, jobs will increase and indirectly contribute to the decline in unemployment in Indonesia. As for UMKM, the constraints faced today are the number of entrepreneurs who are often unable to create and display data to review the state of development of their business, especially related to the processing of reports and budgets.  Good financial-related processing includes financial position reports, and profit and loss reports, but in fact there are still many business players who do not have a systematic, structured foundation and minimal knowledge of financial management. Based on financial position reports, profit and loss reports, and records on financial statements, UMKM Bakso Cak Nos in Surabaya City does not implement adequate accounting systems due to limited human resources in accounting knowledge and skills. Improvements in financial reporting are needed to provide accurate and useful information in economic decision-making.

This research uses a qualitative method with descriptive research type. With an estimated number of respondents SME 8 people. The data analysis techniques used are descriptive analysis and simple linear regression analysis. Based on the research results, Financial Literacy has an effect on Financial Management in SME members of SME entrepreneurs in South Tangerang. This needs to increase the knowledge of financial literacy for SME, in this study it is influenced by several things, namely the level of education, receipt of financial information, and the age of the SME actors.      

Diabetes mellitus (DM) is a disorder of carbohydrate, protein and fat metabolism characterized by hyperglycemia or increased blood glucose levels that occur as a result of abnormal insulin secretion or decreased insulin action (Buraerah, 2015). The DM management includes 4 main pillars, one of which is physical exercise. Physical exercise is one of the pillars in the management of DM which functions to improve insulin sensitivity and also to maintain a healthy body (Mala, 2018). However, when sufferers don’t go through this management, this is where the role of the family is as a support (Waspadji, 2014). To find out the description of family knowledge about physical exercise in diabetes mellitus patients at the Juwana Pati Healty Center. The type of research used is quantitative research using descriptive studies. The number of samples in this study were 55 respondents with a total sampling technique. The results showed that the family's knowledge of physical exercise in patients with diabetes mellitus was mostly female, 35 respondents (63.6%), housewife job level was 28 respondents (50.9%), high school education level was 16 respondents (29, 1%), the level of moderate physical exercise is 26 respondents (47.3), the level of sufficient family knowledge is 19 respondents (34.5%), and vulnerable aged 47-57 years as many as 22 respondents (40.0%). That most of the family's knowledge about physical exercise in patients with diabetes mellitus has sufficient knowledge as many as 19 respondents (34.5%).

According to the WHO (World Health Organization), housing is a physical structure where people use it for shelter where the environment of the structure is included as well as all facilities and services that are in the hospital, equipment that is useful for physical and spiritual health and good social conditions for families and individuals. A healthy house is one of the health facilities to achieve an optimal degree of health (World Health Organization). To find out the level of knowledge and behavior of the community towards healthy houses in the Land of Tamala, Leihitu District, Central Maluku Regency. The type of research used is descriptive research to obtain an overview of the level of knowledge, attitudes and actions of the community towards healthy houses in the country of Malala, Leihitu District, Central Maluku district.  The results of this study show that the knowledge of the people of Mamala has a level of knowledge in the Good Category of 83%, Sufficient as 15%, Lacking as much as 2%, The attitude of the people of Mamala has a good attitude as much as 100%, the actions of the people of Mamala have good actions as much as 53%, Sufficient as much as 47%. Based on the results of the research that has been carried out in Mamala Country, Leihitu District, Central Maluku Regency, it can be concluded that the public's knowledge about healthy houses is in the good category with a presentation of 83%, the attitude of the respondents is in the good category with a percentage of 100%, and the action is in the good category with a percentage of 53%.

Problems that occur in children with mental retardation are weakness or inability in children accompanied by limited ability to fulfill independence. Support and acceptance from each family member will provide energy and confidence in mentally retarded children to make more efforts to improve every ability they have. Based on data obtained from the Social Service of West Sumatra Province (2020) there were 10,390 people with mental retardation. The purpose of the study was to determine the factors related to the independence of mentally retarded children at SLBN 1 Padang in 2024. The type of research is descriptive analytical with a cross sectional study design carried out at SLBN 1 Padang from Januari to April 2024. The population in this study were parents who cared for mentally retarded children at SLB N 1 Padang totaling 70 parents. The data is processed by editing, entry, coding and cleaning steps. Univariate analysis with frequency distribution and bivariate analysis with Chi Square statistical test with 95% confidence level. The results showed that 52.5% of children with mental retardation with less independence, 37.5% with poor knowledge, 56.3% with poor attitudes, 55.0% with poor family support. There is a significant relationship between attitude and children's independence (p-value = 0.000), between family support and children's independence (p-value = 0.048), and there is no relationship between parental knowledge and children's independence. (p-value = 0.083 ). Someone with a high attitude, knowledge, and family support will be more successful in dealing with and overcoming the problem compared to someone who receives a low attitude, knowledge, and family support. It is hoped that teachers and families will be able to provide examples of independent behavior that can be applied by students, both at home and at school.

Presence recognition training using QR codes based on Android devices could be one of the trainings that can be developed by students because the competency gain from this training is quite promising. If students/santri after becoming alumni can later develop these competencies, it can be very profitable. If in the Islamic boarding school environment the alumni spread across their regions and try in various fields, of course knowledge of using the QR code scanner digital application on Android devices will be very useful, especially for the administration system. Partners in this PKM activity are teachers/administrative staff/students of Assaadah Puri Serpong Islamic High School within the Assaadah Puri Serpong Islamic Boarding School environment. The training on introducing attendance using QR codes based on Android devices was carried out with the stages of introduction, counseling and assistance in the practice of using it. Based on the results of observations and discussions with partners, there are several problems faced, especially related to the student attendance review system which still uses a manual/paper-based system, resulting in difficulties in organizing, processing and controlling student attendance data both at the teaching staff level and in the school administration. The lack of technical knowledge regarding the use of digital applications on Android devices, such as a QR code scanner application which can actually be used for student attendance applications, is one of the obstacles for school equipment to be able to manage a more efficient attendance administration system. The solutions carried out in this PKM activity related to existing problems are: 1. Technical aspect: this aspect includes things you need to know about a simple presence attendance application using a QR code based on an Android device. The PKM team helps with the above matters through counseling and training so that a good understanding of this aspect is obtained so that they are technically able to practice it. 2. Management Aspect: this aspect is related to the management of the presence data obtained. So far, data management is still carried out manually without the use of a good application system. For this reason, the PKM team helps to solve problems in the management aspect with training methods on how to manage student attendance percentage data that is more practical, accurate, effective and efficient.  

Patient adherence to tuberculosis (TB) treatment is crucial for achieving a cure, preventing transmission, and avoiding cases of drug resistance. TB treatment typically involves using antibiotics for 6-9 months. Consistent compliance during this period is essential to ensure the eradication of the bacteria that cause TB. Non-compliance can result in disease recurrence and the development of drug resistance. Many factors can influence patient compliance, including drug side effects, lack of social support, patient knowledge about the disease, economic factors, and accessibility of health services. This study aims to provide an overview of the level of patient compliance in tuberculosis treatment at the Pekanbaru City Health Center. This research is a descriptive study with a cross-sectional method conducted on 37 respondents using a survey method via questionnaire. The result of the research found that 54.1% of respondents at the Pekanbaru City Health Center had a moderate level of compliance with TB treatment.

This community service activity was motivated by the low level of public understanding regarding the utilization of appropriate technology based on local needs. The objective of this program was to enhance community knowledge and skills through socialization and assistance in applying relevant technology. The method employed a participatory approach, including observation, surveys, Focus Group Discussions (FGD), educational socialization, technology demonstration, mentoring, and evaluation using pre-test and post-test. The results showed a significant increase in community understanding, indicated by an improvement in the average score from 25% in the pre-test to 78% in the post-test, reflecting a 53% increase. In addition, social changes were observed, including increased community participation, the establishment of learning groups, and the emergence of local leaders as change agents. Therefore, the socialization of appropriate technology based on local needs is proven effective in enhancing community capacity and independence.

Stroke is a functional disorder of the brain with varied clinical manifestations, which occurs suddenly due to disturbances in cerebral blood circulation. Stroke is a major cause of mortality and disability despite its increasing prevalence. Promotive and preventive efforts are still the main priority in efforts to reduce morbidity, disability and mortality. Early detection of someone who has risk factors is very necessary considering that stroke can attack anyone at any time. STIKES Kesdam IV/Diponegoro is a health university that has a vision of global competitiveness, so it really supports the Tri Dharma of Higher Education activities at the international level, including carrying out community service activities in the health sector in the Philippines. This community service activity is a promotional activity in the form of education about stroke and a preventive activity in the form of screening for stroke risk factors directly to the community. Screening is carried out for 3 stroke risk factors, namely blood pressure, cholesterol levels and blood sugar levels. The results of community service showed that after providing education using posters and leaflets, there was an increase in the knowledge of LBB Mabini Apartelle residents regarding definitions, modifiable risk factors, and stroke prevention. The health screening results of the 20 people examined showed that 40% had a risk of stroke from measuring blood pressure and 20% had a risk of stroke from measuring cholesterol.

This study aims to evaluate the level of knowledge about technological developments among students in Medan City. The survey method was used to collect data from a representative sample of students from various universities in the region. This research analyzes their understanding of the latest technological trends, use of technology in everyday life, as well as awareness of emerging technological innovations. The findings of this study can provide valuable insights for educators, researchers, and policy makers in increasing technological understanding among the younger generation, which is key to preparing them to face the growing demands of the future in the technological realm.

Tuberculosis remains a health problem, especially in developing countries including Indonesia. The purpose of this community service activity is to increase public knowledge about proper coughing etiquette as an effort to prevent pulmonary TB. The implementation method includes lectures and role play. The target is 103 residents of Hamlet 1, Tanjung Anom Village. The results of this activity show that the level of knowledge about proper coughing etiquette after education improved to sufficient knowledge in 61 people (48.8%), good knowledge in 22 people (28.0%), and insufficient knowledge in 20 people (23.2%). It is concluded that there was an increase in residents' knowledge after being educated on proper coughing etiquette.

Vaccination can increase the body's immunity and fight infectious diseases. The level of health of the Indonesian people is decreasing due to the high infant mortality rate, and one effort to overcome this is with a vaccination program for babies and young children. But this program still faces a problem: opposition from parents. Some say that parents' reluctance to vaccinate is caused by people's misunderstanding about vaccines, lack of education, lack of knowledge about vaccines, and the distance between Posyandu Nilla A and Posyandu Nila B, some argue that it is the same whether they want to carry out immunization or not, they will still experience fever, some say the reason is related to religion. This intervention aims to provide education to mothers who do not have access to basic health services. The method used is a lecture method using booklet media which provides direct information to mothers of babies and young children through open interaction. The results of the intervention showed that 81.0% of mothers had good knowledge and 19.0% of mothers had poor knowledge. The conclusion from this intervention is that most mothers know about vaccinations for their children, and it is hoped that good knowledge can help support good vaccinations for their children

Pregnant women are one of the populations at risk of contracting Human Immunodeficiency Virus (HIV), Syphilis, and Hepatitis B. The risk of mother-to-child transmission for HIV/AIDS is 20%-45%, for Syphilis is 69-80%, and for Hepatitis B it is more than 90%. Transmission of HIV, Syphilis and Hepatitis B from mother to child results in morbidity, disability and death. The aim of this research is to determine the relationship between pregnant women's knowledge about Triple Elimination and compliance with examinations at the Tampo Health Center, Banyuwangi Regency in 2023. The research design is a correlation analytical cross sectional study approach, the population is pregnant women in the 2023 Tampo Health Center working area, totaling 390 pregnant women using an accidental sampling technique. .  The number of samples taken was 66 pregnant women. Statistical tests use Chi-Square and Mann-Whitney U with a significance level of 0.05 with SPSS. The research results showed that most of the pregnant women's knowledge about Triple Elimination was in the sufficient category, namely 36 respondents (54.5%), and compliance with the Triple Elimination examination at the Tampo Community Health Center was mostly in the Obedient category, namely 48 respondents (72.7%). There is a relationship between pregnant women's knowledge about Triple Elimination and compliance with examinations at the Tampo Health Center in 2023 (p-Value 0.023 < 0.05). The results of the research can provide additional knowledge so that in the future, if you become pregnant again, you can comply with the Triple Elimination examination and inform pregnant women to carry out the Triple Elimination examination.      

Motorized vehicles, especially motorbikes, have now become daily necessities, no longer classified as luxury goods. Due to the high level of need, almost every family has one motorbike, maybe even more than one. Motor vehicles are simple forms of transportation, can be driven in residential areas, both urban and rural, and the operational costs are relatively affordable for most groups. Current developments in motorbike design allow riders from young to old. Data shows that demand and use of motorbikes continues to increase. According to the Central Statistics Agency (BPS), in 2022 the number of vehicles in Indonesia will reach 148,212,865. The number of private vehicles in Indonesia is still dominated by motorbikes with a figure of 125,267,349 units (almost 85% of which are dominated by motorbikes). With the rapid increase in the number of motorized vehicles, many workshops and repairs have emerged, both large and small, official and unofficial workshops. The problems that arise are due to busyness, laziness or lack of knowledge and skills, so motorbike servicing is carried out at a repair shop. Especially for young people and students, who only like riding motorbikes, don't care about the condition of the motorbike, and don't learn how to service it even to repair minor damage. This will benefit the workshop. In fact, you should be able to save money if you can repair it yourself. It can even be detrimental if it is serviced by an irresponsible illegal workshop. From the results of surveys and observations at the Assa'adah Islamic Boarding School, South Tangerang, almost all students are unable to service their motorbikes themselves. Therefore, the team of Mechanical Engineering Lecturers at Pamulang University offers motorbike service training for students with the aim of giving them knowledge and skills in servicing motorbikes. Armed with this knowledge and skills, it is hoped that motorbike maintenance and if damage occurs, you can do it yourself, you don't need to take it to a repair shop. At least with this knowledge and skills, you can save financial expenses, and even the knowledge and skills obtained can become provisions for opening a motorbike service business in the future. The training offered is packaged in the form of Community Service (PKM) as one of the elements of the Tridharma of Higher Education. A short training method will be given in theory about motorbike service and maintenance, and practical motorbike service and maintenance will be carried out.

Stunting in children under five years old is a serious global health problem, especially in Semarang City. Community service activities were carried out in Pedurungan Tengah Village. The aim of this study was to increase the understanding about stunting and its prevention. Discussion method was used to deliver the topics, as well as distributing leaflets as a source of additional information. The results of the activity showed good participation from 32 participants. Active discussions showed participants' interest in understanding the topic of stunting. This community service also highlights the importance of maternal knowledge regarding stunting, considering that the risk of stunting increases in mothers with low knowledge. The implementation of the activity ended with an evaluation that showed satisfactory results. It is hoped that this community service can help increase public knowledge and awareness about stunting, as well as contribute to efforts to prevent stunting in Semarang City.

PHBS is all health behavior carried out with awarness so that family members help themselves in the field of health and play an active role in health activities in the community. But currently there are still many. who are attacked by disease, as a result of not implementing clean and healthy living habits in the household. The aim of the research is to determine the level of knowledge of the community regarding Clean and Healthy Living Behavior. This research is an analytical observational study with a cross-sectional design and was carried out by 5 students at RW08, Sirnagalih Village, Taman Sari District, bogor regency in 2024. The method was carried out in this community service is by means of counseling because in our opinion this method is very effective in being used as a tool for the community regarding clean and healthy living behavior. The researchers observed that the community already has good knowledge regarding clean and healthy living behavior, but before providing  

The industrial and construction development sector is a sector that really needs workers in the field, therefore with the work in the field, PT must always be vigilant under any circumstances to keep workers from work accidents. By using personal protective equipment to workers. The government has considered the issue of protection for labor, namely through Law No. 1 of 1970 concerning Labor Safety Work safety equipment is equipment that can protect workers from workplace hazards. Compliance with the use of personal protective equipment  in PT XX Industrial and Construction Development has been very good. This research uses qualitative research methods. This research was conducted by interviewing workers of pt. XX Industrial and Construction Development. The focus of this study is on the analysis of the level of compliance with the use of personal protective equipment. The population taken was 4 informants, namely 3 workers and 1 safety man. Data taken includes interviews, observations, documentation and data recording. The knowledge of workers in PT XX Industrial and Construction Development is very good, compliance with the use of worker personal protective equipment  is also quite good, the personal protective equipment  facilities provided by PT are very complete, and the supervision provided by PT is also very routine and has sanctions for those who are caught not wearing PPE in the form of reprimands.

This research aims to determine the teaching competence of Civic Education teachers in terms of their Mood Swing in teaching at Budisatrya Medan High School. The method used is a qualitative method with a descriptive-analytic approach, by collecting data through interviews with students and teachers, as well as observations in the school environment. The results of the research show that teachers at Budi Satrya High School Medan have quite fluctuating moods. Factors that influence teachers’ mood swings , both internal factors (health conditions, personal problems, and stress levels) and external factors (class conditions, support from the school, and work pressure), have a significant impact on decreasing motivation, creativity, and teacher performance in teaching during the learning process. Changes in a teacher’s mood are influenced by various factors, such as health conditions, personal problems, and dynamics in the classroom. It is hoped that this research can contribute to the development of knowledge of civic education teachers’ teaching competencies in terms of their mood swings in teaching at school

Introduction: Knowledge of oral health is a person's ability to know everything about oral health. Actions that can be taken in oral and dental care, one of which is tooth extraction. Anxiety is most often experienced by some patients when performing dental treatment, especially when performing tooth extraction. Anxiety itself is characterized by negative feelings or emotions accompanied by body tension. In the field of dentistry, anxiety is referred to as dental anxiety. Objective of the study: To determine whether there is a relationship between the level of knowledge about tooth extraction and the patient's anxiety level. Materials and Methods: This study was conducted at the Specialized Dental Hospital (RSKDGM) in Makassar City. The method used was analytic observation with a cross sectional design. The measuring instrument used was a questionnaire designed to measure the level of knowledge and anxiety related to the tooth extraction procedure. Results: Based on the results of the Spearman correlation test, it shows a relationship value of 0.228 with a p-value of 0.038 which is smaller than 0.05 (p-value <0.05), these results indicate that there is a significant positive relationship between knowledge and anxiety. Conclusion: Based on the results of this study, it shows that the level of knowledge about tooth extraction has a significant relationship with the patient's anxiety level.