Applying BERT Model for Early Detection of Mental Disorders Based on Text Input
(Jimmy Sunjaya, Jefferson Ong, Rezky Firmansyah Ziliwu, Henny Risni, Andre Pratama)
DOI : 10.55606/juitik.v5i2.1251
- Volume: 5,
Issue: 2,
Sitasi : 0 21-Jun-2025
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| Last.11-Aug-2025
Abstrak:
In today's digital era, awareness of mental health issues is growing significantly. Many individuals are now more open about sharing their psychological conditions through written texts on social media, forums, and surveys. This phenomenon presents an opportunity to leverage technology for the automatic detection of mental disorders through text analysis. This study aims to implement the Bidirectional Encoder Representations from Transformers(BERT) model to identify mental health conditions such as depression, bipolar disorder, anxiety, suicidal tendencies, and others. The dataset was sourced from Kaggle and underwent several preprocessing stages, including data cleaning, tokenization, and text classification model training. This BERT model achieved strong performance, with an accuracy of 91% and an average F1-Score of 0.91. These results demonstrate the model's effectiveness in identifying various psychological expressions. The findings highlight the potential for developing early detection systems that are faster, more objective, and widely accessible. However, this study acknowledges limitations in dataset diversity, suggesting future work to incorporate more varied data sources and explore other NLP models to enhance detection accuracy and coverage.
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2025 |
Pembangunan Karakter Melalui Makanan yang Sehat
(Ghifari Syafa Sukoco, Nurhayati Nurhayati, Rima Artanti, Najatul Aulia, Naila Tri Absari, Aidina futri ritonga, Aulia Ramadhani)
DOI : 10.55606/jurrikes.v4i2.5700
- Volume: 4,
Issue: 2,
Sitasi : 0 21-Jun-2025
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| Last.13-Aug-2025
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This study aims to examine the relationship between healthy food consumption and character development in students. The research is based on the premise that healthy eating plays a vital role not only in physical well-being but also in shaping students' behavior and moral values from an early age. A quantitative descriptive approach was used, employing a theoretical and conceptual analysis design. The findings indicate a strong relationship between healthy eating habits and the development of positive character traits such as discipline, responsibility, and honesty. Based on a regression analysis simulation, healthy food consumption was found to contribute approximately 46% to character formation. These results highlight the importance of integrating healthy eating patterns into character education programs both in schools and at home. The study recommends collaboration among schools, parents, and government bodies to promote healthy eating as a foundation for building strong and positive character in young generations.
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2025 |
ANALISIS KECURANGAN DI CABANG OLAHRAGA BADMINTON PADA AJANG SIRKUIT NASIONAL 2025 DI KEPULAUAN RIAU
(Ibnu Sina, Tito Parta Wibowo, Rizki Rizkullah, Juang Maghribi, Nadya Rahayu, Muhamad Saeza)
DOI : 10.69714/4rvee931
- Volume: 2,
Issue: 3,
Sitasi : 0 20-Jun-2025
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| Last.30-Jul-2025
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This study analyzes a cheating incident that occurred during the 2025 National Badminton Circuit (Sirnas) in the Riau Archipelago, where a young athlete was suspected of deliberately damaging the shuttlecock before serving. A qualitative method was employed through video analysis, semi-structured interviews with 10 stakeholders (athletes, referees, coaches), and a review of official documents. The findings reveal that the act of cheating was driven by competitive pressure, suboptimal referee oversight, and the athlete's mental fragility. The consequences included damage to the reputation of the athlete and their club, as well as a decline in public trust in the integrity of the sport. The discussion highlights the need for reforms in monitoring systems, enhanced character education, and strict sanctions by the Indonesian Badminton Association (PBSI). This study recommends the integration of instant replay technology and ethics-based simulation training to prevent recurrence.
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2025 |
PENDAMPINGAN PENYUSUNAN LAPORAN KEUANGAN SEDERHANA PADA UMKM KAREREUS
(Syafiq Hilmy, Feby Napa Caecylia Pakpahan, Muhamad Haikal, Aristanti Widyaningsih, Rozmita Dewi Yuniarti Rozali)
DOI : 10.37832/asawika.v10i1.159
- Volume: 10,
Issue: 1,
Sitasi : 0 20-Jun-2025
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| Last.02-Aug-2025
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Pendampingan penyusunan laporan keuangan sederhana pada UMKM Karereus bertujuan untuk meningkatkan kemampuan pemilik UMKM dalam mengelola keuangan usaha. Melalui metode pelatihan yang terstruktur dan praktis, pendampingan intensif, serta evaluasi berkala, pemilik UMKM, berhasil memahami dan menerapkan konsep dasar akuntansi. Selama kegiatan, UMKM Karereus mampu menyusun laporan arus kas, neraca, dan laporan laba rugi secara konsisten setiap bulan. Penggunaan laporan keuangan ini membantu dalam pengambilan keputusan bisnis yang lebih baik. Faktor-faktor kunci keberhasilan meliputi pendekatan praktis dalam pelatihan, penyediaan alat yang tepat, serta komitmen tinggi dari pemilik UMKM. Meskipun terdapat tantangan keterbatasan waktu, penyesuaian jadwal pelatihan membantu mengatasi hambatan tersebut. Hasil pendampingan menunjukkan bahwa metode yang diterapkan efektif dalam membantu UMKM Karereus mengelola keuangan mereka dengan lebih baik, diharapkan memberikan dampak positif yang berkelanjutan bagi perkembangan usaha mereka.
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2025 |
Rekonstruksi Desain Kontrak Akad Musyarakah Pada Lembaga Keuangan Syariah Melalui Pendekatan Hukum Dan Ekonomi
(Mira Mira, Nurfadilla K, Rismawati Rismawati, Muh Nuran Raja Al-fathah, Kamaruddin Arsyad)
DOI : 10.51903/jupea.v5i1.4467
- Volume: 5,
Issue: 1,
Sitasi : 0 20-Jun-2025
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| Last.23-Jul-2025
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This study aims to examine the optimization of musyarakah contract design in Islamic financial institutions from both legal and economic perspectives. Employing a descriptive qualitative approach, the research explores normative and conceptual aspects of musyarakah contracts through library research methods. Data were collected from various secondary sources such as Islamic law and economics textbooks, academic journals, fatwas issued by the National Sharia Council (DSN-MUI), regulations from the Financial Services Authority (OJK), and reports from Islamic financial institutions. The data analysis was conducted thematically by classifying information based on key themes including contract legality, principles of sharia justice, contract flexibility, risk management, and innovation in musyarakah practices. Data validity was ensured through literature source triangulation to confirm and compare related scientific documents and regulations, thereby producing objective and academically accountable conclusions. The findings of this study are expected to contribute to the development of musyarakah contracts that align with Islamic legal principles and support the sustainability of the sharia economic system
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2025 |
Peran Psikologi Agama dalam Pembentukan Karakter Profetik Peserta Didik
(Ratu Rinindya Ramadhani Zahfi, Yuminah Rohmatullah)
DOI : 10.61132/karakter.v2i3.1080
- Volume: 2,
Issue: 3,
Sitasi : 0 20-Jun-2025
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| Last.06-Aug-2025
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This study aims to determine the role of psychology of religion in the development of prophetic character in students is to understand the psychology of religion influences or plays a role either in general or in the development of prophetic values that exist in students. This research uses a literature study method where researchers read theories related to the problems studied which are sourced from academic literature. The results of the study show that education is a means in shaping the religious spirit of students. Psychology of Religion has a role to develop the prophetic nature of learners by providing awareness of the meaning of life, the purpose of their actions by improving morals and ethics in everyday life, relationships with God in the form of strengthening beliefs and faith. A learner can face the challenges of faith with emotional control. The conclusion of this study shows that the psychology of religion has a very important role in the formation of the prophetic character of students with the help of the psychology of religion students can understand the meaning of religious prophetic values that will be the basis for the formation of character and personality behavior of each student to achieve the welfare of life.
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2025 |
Analisis Tingkat Pengetahuan Mahasiswa Kedokteran Universitas Tarumanagara Angkatan 2022 terhadap Bantuan Hidup Dasar (BHD)
(Myiesha Pravina Rifayanto, Mochamat Helmi)
DOI : 10.55606/klinik.v4i3.4497
- Volume: 4,
Issue: 3,
Sitasi : 0 20-Jun-2025
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| Last.13-Aug-2025
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Basic Life Support (BLS) is a crucial basic skill in the management of medical emergencies, especially in increasing the chances of survival of patients who experience sudden cardiac arrest. BLS actions performed fast and precisely have been proven to significantly increase survival rates. Therefore, this skill is important for all levels of society, especially medical students who will be at the forefront of providing first aid in the health sector. This study aims to measure the level of knowledge about BLS in 231 students of the Faculty of Medicine, Tarumanagara University class of 2022 who have not been exposed to official lecture modules related to BLS. The research design used was descriptive with a cross-sectional approach and simple total sampling technique. The results showed that 58% of respondents had a good level of knowledge, 33.3% were moderate, and 8.7% were lacking. The highest understanding was found in basic aspects such as breathing assessment (99.6%) and awareness that BLS can be performed by anyone (97.4%), reflecting good mastery of basic cognitive concepts. However, understanding of technical aspects such as breath support (44.2%) and pulse assessment (39%) was still low. Therefore, it is very important to improve BLS knowledge and skills through formal training in the curriculum and non-formal such as seminars, workshops, and other educational activities to improve student preparedness in providing first aid, as well as supporting the improvement of the quality of health services in the aspect of emergency.
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2025 |
SOSIALISASI UNTUK MENINGKATKAN KESADARAN MASYARAKAT AKAN PENTINGNYA BAKTERI BAIK DALAM MINUMAN YAKULT
(Lira Cantika Ni Made Lira Cantika Permata Dewi, Febri Dr. Desak Made Febri Purnama Sari, S.E., M.M)
DOI : 10.37832/asawika.v10i1.200
- Volume: 10,
Issue: 1,
Sitasi : 0 20-Jun-2025
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| Last.02-Aug-2025
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PT Yakult Indonesia Persada, yang beroperasi sejak 1991 dan memiliki lisensi dari Yakult Honsha Co. Ltd. dari Jepang, berkonsentrasi pada pembuatan dan pemasaran minuman susu fermentasi Yakult yang membantu kesehatan pencernaan. Untuk memenuhi permintaan yang meningkat di seluruh Indonesia, pabrik Yakult sekarang berlokasi di Sukabumi dan Mojokerto, yang awalnya berlokasi di Jakarta. Perusahaan menganut “Shirotaisme,” prinsip kesehatan yang menekankan penggunaan probiotik untuk mencegah penyakit. Bakteri L. casei Shirota strain dari Yakult telah ditunjukkan untuk meningkatkan kesehatan pencernaan dengan menyeimbangkan flora usus dan mengurangi bakteri jahat. Melalui sosialisasi dan kunjungan langsung ke fasilitas produksi, upaya ini bertujuan untuk meningkatkan pengetahuan generasi muda tentang manfaat bakteri. Proses kegiatan terdiri dari perencanaan, pelaksanaan, demonstrasi, dan sesi tanya jawab. Hasil kegiatan menunjukkan bahwa peserta sangat terlibat dan lebih memahami pentingnya bakteri baik untuk kesehatan pencernaan. Diharapkan informasi ini akan mendorong orang untuk menerapkan gaya hidup sehat dan mengonsumsi Yakult setiap hari.
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2025 |
Pendekatan Ekspresionisme pada Penyutradaraan Film “Hari Yang Tadi”
(Andre Buttiamal Dani Damanik)
DOI : 10.55606/jurrsendem.v4i1.5677
- Volume: 4,
Issue: 1,
Sitasi : 0 20-Jun-2025
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| Last.13-Aug-2025
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This thesis explains about the directing of the film Hari Yang Tadi which uses an expressionist style to present an approach in the film that depicts emotions and subject4e experiences, not physical reality. The film Hari Yang Tadi tells the story of a daughter who is disobedient to her mother and as a result the daughter experiences the phenomenon of deja vu (repeated events). The methods used in the film Hari Yang Tadi are the methods of preparation, elaboration, synthesis, realization, and completion. The theory used in this thesis is directing with an expressionist style which is applied in several aspects of the film, such as scenes that emphasize emotional communication, artistic direction, cinematography, sound design, coloring and image editing. The technical concepts contained in this work are pre-production, production, and post production. The duration of the creation of this thesis is three years starting from November 2022 to January 2025. The result of the creation of this thesis is the application of an expressionist style in the film Hari Yang Tadi such as changes in expression, emotion, artistic direction, costume design, sound design and coloring. The conclusion in this thesis is that the direction is in an expressionist style that is filled with an atmosphere of emotional changes in the main character that is not a physical reality
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2025 |
Diskon ke Checkout: Pengaruh Promo dan Live Streaming Shopee Terhadap Keputusan Pembelian Produk Fashion
(Jihan Ulayya, Agasta Veda Bayangkara, Diah Bintang Ramawati, Queendira Lintang, Citra Damayanti, Mufidah Isnaini)
DOI : 10.58192/ebismen.v4i2.3579
- Volume: 4,
Issue: 2,
Sitasi : 0 19-Jun-2025
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| Last.22-Jul-2025
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The purpose of this study was to see how promotions and live streaming features impact the decision of Shopee users to purchase fashion products in the 2022 intake. This quantitative study involved 54 respondents from a population of 117 students selected through a simple random sampling method. Primary data were collected through online questionnaires and analyzed using multiple regression using SPSS. Validity, reliability, classical assumptions, and hypothesis tests were also conducted. The study shows that students of Economics Education, Sebelas Maret University, 2022 intake significantly choose fashion products because of promotions and Shopee's live streaming features. Promos are considered to be able to save consumer spending, thus increasing interest and enthusiasm for transacting through the Shopee application. Meanwhile, the live streaming feature makes it easier for consumers to see products directly, assess quality, and make purchases more practically. As for further researchers, it is recommended to add other variables (for example, consumer trust), compare with other e-commerce platforms, use mixed methods, analyze different user segments, and examine the long-term impact on brand loyalty.
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2025 |