Abstract:Automatic detection of hate speech and abusive language is crucial for combating online toxicity. This study explores Gaussian Naive Bayes for multi-label classification of hate speech on Indonesian Twitter, including target,…
rget, category, and level. We combined TF-IDF features with contextual BERT embeddings. The model achieved balanced performance for general hate speech and good non-abusive language detection. However, it exhibited limitations with imbalanced data and specific hate speech types. The classifier consistently favored the majority class (non-hateful/non-abusive) across labels, particularly struggling with HS_Gender, HS_Physical, etc. This suggests difficulty detecting less frequent but potentially severe hate speech, likely due to limited training data. Overall accuracy and F1-scores confirm that while Gaussian Naive Bayes is efficient, it lacks robustness for nuanced multi-label classification with imbalanced datasets. This necessitates exploring alternative approaches for effectively detecting specific and less frequent hate speech.
Abstract:The Paguyaman watershed in Gorontalo is crucial for life, but it faces land degradation and erosion. This study evaluates land conditions using satellite imagery and spatial data. Results indicate that 58.73% of the area…
is in moderate condition, while 27.4% is in poor or very poor condition. Recommendations include reforestation with local species and integrated farming systems to improve soil fertility. Regular monitoring using remote sensing technology is proposed for the early detection of vegetation changes. Collaboration between the government, community, and researchers is essential to achieving sustainable watershed management.
Abstract:This study aims to analyze the role and contribution of families in the implementation of Integrated Management of Childhood Illness (IMCI) and the impact of family participation on child health outcomes. In addition, this…
is study also identified factors that support or hinder family participation in the IMCI program. The method used was a systematic literature review of various published studies. The method used is a systematic literature review with the main data source of 15 previous studies on the theme to be examined in this study so that the data makes a new finding. The main findings of this study show that family education, social and community support, health policies, and family experiences and perceptions of IMCI are important themes that influence the successful implementation of IMCI. Effective education of families improves their understanding and skills in managing childhood illnesses, while support from health workers and the community can increase family participation in IMCI programs. Supportive health policies and appropriate interventions also play an important role in ensuring the program's effectiveness. However, lack of motivation and adequate information from health workers can be barriers to family participation. This study confirms the importance of active family participation in IMCI implementation to improve child health outcomes. Recommendations for further research include evaluation of the most effective educational methods, the influence of technology in supporting IMCI, and longitudinal studies to monitor the long-term impact of family participation. From a health policy perspective, improved training for health workers, strengthened social and community support networks, and improved accessibility of health information through various media are suggested to support better implementation of IMCI programs.
Abstract:This study, held at the Production Unit of PT Perkebunan Nusantara XVI Makasar, South Sulawesi is aimed at analyzing the influence of intrinsic motivation and quality work life on employee’s performance. The sample in this…
this research, which is quantitative in nature, was the employees of the production unit with a total number of 86 respondents. It is done with data analysis method, using multiple linear regressions.The result of this study indicates that the variables of intrinsic motivation and quality of work life simultanneously affect the employee’s performance with a contribution of 37,3%, while the remaining 52,7% is influenced by other factors, which are beyond this study.Partially, intrinsic motivation variables negatively affect and have a significant influence on performance. This is due to the different work cultures in the sector.
Abstract:The Supan Supan Laki plant (N. plena Lour) has been used traditionally by a group of people in Pal Batu Village, Paminggir District, North Hulu Sungai Regency as a herbal medicine to increase male sexual activity. Based…
on previous research, this plant has been proven to have a positive effect in increasing fertility in test animals. However, until now, there is no certainty regarding the safety of using this plant. This study aims to examine the effects and safety of consuming Supan Supan Laki extract on the macroscopic appearance of the liver and kidneys in mice. This research was carried out, there were four treatment groups in this study, namely Na-CMC 0.5%; 87.5mg/KgBW; 175mg/KgBW; and 350mg/KgBW, given for 28 days using a Completely Randomized Design (CRD) trial design. On the 29th day, surgery was performed to observe the liver and kidney macroscopically. Measurement of color, surface and relative organ weight parameters of the kidneys and liver of mice. The results of the study showed that administration of Supan Supan Laki leaf extract caused significant changes in the macroscopic appearance of the liver and kidney organs. In the research analysis using the One Way Anova test, the results of the test showed that the liver (p>0.05) did not have a significant level of variation, while the kidney (p<0.05) had a significant level of variation so that it could be concluded that the effect of N.plena Lour leaf extract have different effects on the relative weight of the heart and kidney organs.
Abstract:The aim of this research is to analyze the need for developing sex education learning media for elementary school children. This research uses a qualitative descriptive research method. The data collection technique uses…
a questionnaire. Meanwhile, the data analysis uses qualitative data analysis. The results of the research show that (1) Currently there are not many sex education learning media that suit the characteristics of elementary school children, (2) it is very important to develop sex education learning media for elementary school children, (3) In general, sex education is still It is considered difficult to convey and teach to children. The causal factors include: First, parents' lack of understanding regarding sex education and how to provide information about Sex Education. Second, parents still feel embarrassed and uncomfortable conveying sexual matters to their children. Third, parents have not found the right tools that can be used to help and make it easier for them to introduce this matter.
Abstract:Based on the background of the problem that has been explained by the researcher, it has been clarified into several problems as follows: 1. There are still many female students who ignore or underestimate the lessons of…
moral aqidah 2. The ongoing learning process is less interesting so that students feel bored quickly. 3. Only some students understand the explanation given by the teacher. 4. Lack of student activity (question and answer) when learning takes place. 5. There are still many students who are reluctant to pay attention to the teacher explaining the material. The research method used by the author is quantitative research. The population in this study was all 30 students in class IX M at MTs Darunnajah 2 Cipining. This shows that student learning outcomes in the subject of moral aqidah have a very high level. Based on the research results, there is a significant positive influence of the use of learning media on student learning outcomes in the moral aqidah subject at MTs Darunnajah 2 Cipining Bogor. This is proven by the calculation results of the equation Y 140.383 + 0.219 In the table for testing the significance of the regression line equation from the 5th column regression row, namely Fcount (b/a) 1.407, and p-value 0.245 > 0.05, so that H0 is accepted, it can be concluded that the regressions of Y and X are significant. The correlation coefficient value obtained r_xy 0.219 < r_table 0.374 is included in the weak correlation because it is in the value range 0.20-0.39. The results of the coefficient of determination show that visual learning media (print) has an influence of 4.8% on student learning outcomes, while 95.2% is influenced by other factors.
Abstract:Traditional Indonesian alcoholic drinks are drinks that contain alcohol and have a cultural role in Indonesian society. Not only in Indonesia but various countries around the world also make alcoholic drinks a part of their…
eir culture. As in China, alcohol or arak is used as medicine, cooking spices, and also in ceremonial events. Meanwhile, Japan uses arak as a dish at formal meetings or celebrations. Several regions in Indonesia have traditional drinks that contain alcohol and these drinks are always present at every celebration, traditional ceremony, thanksgiving event, death ceremony, or welcoming guests. In this article, we will discuss the impact of alcohol use and the alcohol (ethanol) content in various traditional alcoholic drinks in Indonesia.
Abstract:Religion is an important element in human life, because humans in their creation were intentionally limited in form, so they depend on the Almighty Unlimited. The West, as one of the great forms of human civilization, has…
s experienced various phases of periodization with various upheavals of thought and action regarding religion. The early western period with philosophy as the main reference made religion something that was put aside, the middle period of the western dark ages became very radical in religion which was dominated by the church, while in the final period religion was again put aside with the growth of philosophical culture. Philosophical culture in western civilization, in the author's analysis of various sources, has actually produced various forms of thought and action in western society towards religion, the most important of which is secularism and the nihilization of the concept of God. Secularism is a form of effort to eliminate religion in the context of western civilization, in line with the development of thought with efforts to nihilize the concept of God and the scientific culture of western society.
Agama menjadi salah satu unsur yang penting dalam kehidupan manusia, sebab manusia dalam penciptaannya memang disengaja dalam bentuk terbatas, sehingga tergantung kepada Dzat yang Maha tidak terbatas. Barat, sebagai salah satu wujud peradabaan besar umat manusia telah mengalami berbagai fase periodesasi dengan berbagai pergolakan pemikiran dan aksi terhadap agama. Periode awal barat dengan filsafat sebagai acuan utama menjadikan agama sebagai hal yang dikesampingkan, periode pertengahan abad kegelapan barat menjadi sangat radikal dalam beragama yang didominasi oleh gereja, sedangkan dalam periode akhir agama kembali dikesampingkan dengan tumbuh berkembangnya budaya filsafat. Budaya filsafat dalam peradaban barat, dalam penelahaan penulis dari berbagai sumber nyata-nyata telah menghasilkan berbagai bentuk pemikiran dan aksi masyarakat barat terhadap agama, yang paling utama adalah sekularisme dan nihilisasi konsep tuhan. Sekularisme yang merupakan bentuk upaya menghilangkan agama dalam konteks kehidupan peradaban barat, seiring sejalan dengan perkembangan pemikiran dengan upaya nihilisasi konsep Tuhan dan budaya keilmuan masyarakat barat.
Abstract:The purpose of community service which raised the title of Assistance in Making Standard Operating Procedure Flow Diagrams for Cimahi City Drinking Water BLUD Cash Receipts to improve the financial performance of Cimahi…
City Drinking Water BLUD, one of the things that is of concern is that there are differences in data between the Revenue Treasurer and the Accounting Department. While the accounting department is duty to provide financial statement data to DPKP Cimahi City which will then be consolidated to BPKAD Cimahi City. When the accounting department reconciles data with BPKAD, there is different income data between BAPPENDA and BPKAD. This happened because there was no data reconciliation first between the revenue treasurer and the Accounting Section of the Cimahi City Drinking Water BLUD before the data was provided to interested parties. So far, BLUD Drinking Water uses SOPs that have not been updated. The problem occurred because the Cash Receipt SOP had not been updated and had not complied with the SOP preparation standards set by the local government. Needed to create a new Cash Receipt SOP so that the data provided by the Revenue Treasurer or Accounting Section becomes one vote. The methods used in preparing SOP are interviews, observations, and literature studies. The result of the community service carried out is that there is an excel format of the latest Cash Receipt SOP even though it has not been ratified because it is still waiting for the completion of SOP in other divisions.