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Aspect-Based Sentiment Analysis on E-commerce Reviews using BiGRU and Bi-Directional Attention Flow
Setiadi, De Rosal Ignatius Moses
; Warto, Warto
; Muslikh, Ahmad Rofiqul
; Nugroho, Kristiawan
; Safriandono, Achmad Nuruddin
Journal of Computing Theories and Applications
Vol 2
, No 4
(2025)
Aspect-based sentiment Analysis (ABSA) is vital in capturing customer opinions on specific e-commerce products and service attributes. This study proposes a hybrid deep learning model integrating Bi-Directional Gated Recurrent Units (BiGRU) and Bi-Directional Attention Flow (BiDAF) to perform aspect-level sentiment classification. BiGRU captures sequential dependencies, while BiDAF enhances attention by focusing on sentiment-relevant segments. The model is trained on an Amazon review dataset wit...
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Environmental Literacy Skills Based on Gender and Accreditation Among High School Students in Batu City
JOURNAL OF BIOLOGY LEARNING
Vol 7
, No 1
(2025)
The increasing environmental challenges faced globally have highlighted the urgent need for an environmentally literate generation. Environmental literacy, encompassing cognitive, affective, and behavioral aspects, is essential for fostering awareness and concern for the environment among young people. As such, understanding the level of environmental literacy in students is crucial to effectively address these challenges. This study aims to determine the environmental literacy skills of high sc...
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Design and Validation of a Medicinal Plant Diversity Learning Module Based on Research in Las-Lasan Village Klaten for High School Students
JOURNAL OF BIOLOGY LEARNING
Vol 7
, No 1
(2025)
This study examines the diversity of medicinal plants in Las-Lasan Village, Klaten, and develops a research-based learning module for high school students. This research is part of a research and development project encompassing the following stages: preliminary study, planning, initial product development, revision of the initial product, limited field testing, and revision of the second product. The learning module design is based on existing learning modules used in high schools and integrate...
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Penggunaan Media Pembelajaran Berbasis Teknologi dalam Pembelajaran IPAS di Sekolah Dasar
Sinar Dunia: Jurnal Riset Sosial Humaniora dan Ilmu Pendidikan
Vol 4
, No 1
(2025)
The use of technology-based learning media in Natural and Social Sciences (IPAS) learning in elementary schools has great potential to enhance effectiveness and student engagement. However, the implementation of technology in learning still faces various challenges. This study employs a qualitative method with a literature review approach to analyze the challenges and solutions in integrating technology-based learning media in elementary schools. The findings indicate that many schools have not...
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Analisis Keberlanjutan Usaha Mikro, Kecil, dan Menengah UMKM di Tengah Tantangan Ekonomi Digital Kota Medan
Zarin Zakkiatul Fauziah
; Cindy Rahmawati
; Nayla Salsabila
; Raysha Zahra Rigandi
; Tamara Icha Nadine Saragi Turnip
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 4
, No 1
(2025)
MSMEs play a key role in the national economy, especially in increasing economic growth and creating new jobs. However, in the digital era, MSMEs face major problems, such as low levels of digital literacy, limited access to the internet, and fierce competition with large companies that have used technology before. This study examines the variables that influence the sustainability of MSMEs amidst digital challenges and finds methods that can be used so that MSMEs can survive and grow. The resea...
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Pendampingan Implementasi Pendidikan Karakter di Era Globalisasi
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 4
, No 2
(2025)
Character education that teaches moral values, ethics, and positive attitudes must be applied early in the learning process to form individuals who are not only academically intelligent, but also have integrity and social responsibility. The purpose of this study is to provide assistance to teachers in implementing character education amid the challenges of the globalization era. In addition. The research was conducted in Candi Village, Tanah Sepenggal Sub district, Bungo District, Jambi Provinc...
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Antioxidant activity and preference level of aloe vera (Aloe vera var. chinensis) beverages made with gel size and boiling time variation: Aktivitas Antioksidan dan Tingkat Kesukaan Minuman Gel Lidah Buaya (Aloe vera var. chinensis) yang dibuat dengan Variasi Ukuran Gel dan Lama Perebusan
JITIPARI (Jurnal Ilmiah Teknologi dan Industri Pangan UNISRI)
Vol 10
, No 1
(2025)
Aloe vera gel contains antioxidative phenolic compounds. Fresh aloe vera gel is less accepted by the community due to its bitter taste from its latex. An acceptable alternative to aloe vera products is an aloe vera gel beverage because people of all ages currently favor light drinks. This study aims to produce aloe vera gel beverages with high antioxidant content by varying the gel size and boiling duration for easy consumption and preference by panelists. This research employed a completely ran...
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INOVASI BISNIS PARIWISATA INDONESIA PASCA PANDEMI COVID-19
Tangkudung, Auderey Gameliel Dotulong
; Rante, Jones Zenas
; Pakpahan, Marisi
; Putri, Ameilia
; Puteri, Astriana
; Pribadi, Dado
; Gosita, Debora Rifiani
; Rustandi, Jeffry
; CPR, Josaphat Januar
; Ghalib, Kamelia
; Farieanna, Roos
; Purnawirawati, Selfi
; Setiawan, Sigit
; Bassuni, Wahyu
Jurnal Manajemen Sosial Ekonomi
Vol 4
, No 1
(2025)
The tourism industry plays an important role in economic growth, both at the international and national levels. However, the COVID-19 pandemic has caused a global crisis that has hit the tourism sector around the world, including Indonesia. Restrictions on movement and mobility of people between regions, health concerns, and uncertainty have led to a drastic decline in tourism activity and the tourism sector has seen a significant drop in revenue. This has had a social impact, with many workers...
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Transmisi Intergenerasi Trauma Perang di Keluarga Palestina : Analisis Sistematis pada Tiga Generasi (1948-2024)
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
This study analyzes the intergenerational transmission of war trauma across three generations of Palestinian families through a systematic meta-analysis of 47 longitudinal studies (1948–2024), comprising 12,873 participants. The findings confirm a PTSD prevalence rate of 73.4% in the first generation (n=4,291), 61.2% in the second generation (n=4,582), and 48.7% in the third generation (n=4,000). Furthermore, hierarchical regression analysis reveals a significant correlation between the severity...
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Tingkat Aktivitas Fisik Pendaki Gunung Panderman Buthak Kota Batu
Populer: Jurnal Penelitian Mahasiswa
Vol 4
, No 1
(2025)
Penelitian ini bertujuan untuk mengetahui tingkat aktivitas fisik pendaki Gunung Panderman Buthak Kota Batu. Penelitian ini termasuk penelitian deskriptif dengan pendekatan kuantitatif. Subjek dari penelitian ini adalah pendaki Gunung Panderman Buthak Kota Batu dengan total sampel 122 yang mencakup 88 pendaki laki-laki dan 34 pendaki perempuan dengan rentan usia 18 sampai 30 tahun. Instrumen pada penelitan ini berupa kuisioner terstruktur dari World Health Organization yaitu Global Physical Acti...
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