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Fairness Auditing and Bias Mitigation in Aspect-Based Sentiment Models for Indonesian Public Services
Jondien, Muhammad Shihab Fathurrahman
; Magister of Computer Science, Amikom Purwokerto University, Indonesia
; Hariguna, Taqwa
; Magister of Computer Science, Amikom Purwokerto University, Indonesia
; Saputra, Dhanar Intan Surya
; Magister of Computer Science, Amikom Purwokerto University, Indonesia
Telematika
Vol 19
, No 1
(2026)
This study presents a comprehensive fairness audit and bias mitigation framework for Indonesian sentiment analysis using the SmSA IndoNLU dataset and the IndoBERT language model. The research investigates demographic and linguistic fairness by evaluating model performance across gender and regional groups and introduces an aspect-based extension to assess semantic fairness using an ABSA-style input formulation. Fairness metrics such as ΔF1, Demographic Parity Difference (DPD), and Equality of Op...
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Pengaruh Manajemen Organisasi Tim terhadap Kinerja Atlet dalam Lingkungan Olahraga Perguruan Tinggi
Jendela Olahraga
Vol 11
, No 01
(2026)
Penelitian ini bertujuan untuk mengkaji pengaruh manajemen organisasi tim terhadap kinerja atlet dalam konteks olahraga perguruan tinggi. Penelitian menggunakan pendekatan kuantitatif dengan desain survei. Sampel penelitian melibatkan 120 atlet mahasiswa yang berasal dari tiga perguruan tinggi negeri dan dipilih menggunakan teknik purposive sampling. Instrumen penelitian terdiri atas kuesioner manajemen organisasi tim yang mencakup aspek perencanaan, koordinasi, kepemimpinan pelatih, dan komunik...
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Enhancing Local MSME Competitiveness through ParticipatoryCommunity Service and Digital Transformation Initiatives
Shibghatalloh, A., H.
; Wardhani, A., A.
; Solechan, A.
; Syafrudin, H., A
; Sumargo, A., S.
; Dwiantoro, L., W., P.
; Kwartawaty, N., N.
Community Service Journal: Adarma Acitya
Vol 1
, No 2
(2026)
Micro, Small, and Medium Enterprises (MSMEs) play a crucial role in supporting local economic development and employment creation. However, many local MSMEs continue to face structural challenges related to limited managerial capacity, low digital literacy, and weak market competitiveness. This community service program aims to enhance the competitiveness of local MSMEs through participatory empowerment and digital transformation initiatives. The program was implemented using a participatory app...
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Transformation of Micro-Enterprise Marketing Strategies through Artificial Intelligence Training in Semarang City
Amin, F
; Wibisono, S
; Yarisma, F., W
; Ilham, R., M
; Fathurachman, C
; Hadikurniawati, W
; Cahyono, T., D
Community Service Journal: Adarma Acitya
Vol 1
, No 2
(2026)
This community service program aims to transform the marketing strategies of microenterprises through training on the utilization ofArtificial Intelligence (AI) in Semarang City. The program was designed using a capacity-building approach that emphasizes hands-on practice and structured mentoring, employing the Demonstration– Practice–Feedback–Revision (DPFR) model. The training materials covered the use of text-to-text AI for generating content ideas, captions, storytelling, and calls to action...
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Implementasi Edukasi Kesehatan pada Remaja untuk Mendukung Terwujudnya Remaja Sehat
Jurnal Suara Pengabdian 45
Vol 5
, No 1
(2026)
Remaja sebagai generasi penerus bangsa memiliki peran penting dalam melanjutkan pembangunan Negara, oleh karena itu dapat dikatakan bahwa remaja merupakan aset atau modal utama sumber daya manusia bagi pembangunan bangsa di masa depan. Oleh karena itu, kesehatan remaja perlu dijaga agar dapat menjadi generasi penerus bangsa yang sehat, produktif dan berkualitas. Metode penelitian ini menggunakan metode Participatory Action Research (PAR). Metode PAR menggunakan beberapa teknik, antara lain; pert...
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Pelaksanaan GEMA (Gerakan Bersama Hapus Jentik & Edukasi 3M) dengan Pemberian Abate di Desa Sambung
Nyethrea Baby
; Yesita Ragil Kusuma Ningrum
; Dela Tri Mulyani
; Anandika Cahaya Putra Juliawan
; Silvia Sindi Mareta
; Revi Oktaviana
; Faradilla Putri Aulia
; Intan Lestari Widayanti
; Alfiyatunnadziroh
; Arkhanza Naufal Rosanto
Jurnal Suara Pengabdian 45
Vol 5
, No 1
(2026)
Lingkungan rumah yang memiliki tempat penampungan air tanpa pengelolaan yang baik berpotensi menjadi lokasi perkembangbiakan nyamuk vektor Demam Berdarah Dengue (DBD). Salah satu upaya pencegahan yang dapat dilakukan adalah pemberantasan sarang nyamuk (PSN) melalui penerapan perilaku 3M serta penggunaan larvasida abate pada wadah air yang sulit untuk dikuras. Kegiatan ini bertujuan untuk menggambarkan pelaksanaan Program GEMA (Gerakan Bersama Hapus Jentik) yang mengintegrasikan edukasi 3M dan pe...
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Assistance in Developing Herbal Teh Gurah Products to Enhance the Competitiveness of MSMEs in Wukirsari Village, Bantul
Rr. Hawik Ervina
; Shofif Sobaruddin Akbar
; Qristin Violinda
; Natasya Salsa Oktaviana
; Galuh Dwi Wahyu Ningsih
; Atiqah Farahidatul Aliya
Community Service Journal: Adarma Acitya
Vol 1
, No 2
(2026)
Wukirsari Village, located in Imogiri Sub-district, Bantul Regency, has significant potential in developing herbal products based on local wisdom, one of which is Teh Gurah. However, local micro, small, and medium enterprises (MSMEs) still face several challenges, including limited knowledge of product development, packaging, and effective marketing strategies. This community service program aims to enhance the competitiveness of Teh Gurah MSMEs through assistance in herbal product development....
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Development and User Response Analysis of a Wizer.me-Based Digital Worksheet for Teaching Special Relativity
Lontar Physics Today
Vol 5
, No 1
(2026)
Physics learning on special relativity material faces challenges due to its abstract, difficult-to-visualize concepts, while conventional Student Worksheets remain dominant in schools. This study aims to develop a digital LKPD based on the Wizer.me platform for special relativity material and to analyze user responses to the developed media. This study uses a research and development (R&D) method with a 4D model, focusing on the development stage. The research subjects involved two expert va...
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Beyond the Story: Evaluating Narrative Model Texts with SFL Transitivity and GBA for Teaching Writing in Secondary Education
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This study evaluates the adequacy of the narrative model text “Sangkuriang” from a ninth-grade English textbook in supporting writing skill development under Indonesia’s Emancipated Curriculum. Narrative texts play a significant role in fostering students’ creativity, coherence, and communicative competence. Employing the Genre-Based Approach (GBA) and the Systemic Functional Linguistics (SFL) Transitivity framework, this qualitative study analyzes the text’s generic structure and linguistic fea...
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Pengaruh Intensitas Aset Tetap, Leverage dan Pertumbuhan Penjualan terhadap Tarif Pajak Efektif pada Perusahaan Sektor Energi di BEI Tahun 2022-2024
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 5
, No 1
(2026)
The purpose of this study is to examine the effect of fixed asset intensity, leverage, and sales growth on the effective tax rate. This study employs a quantitative research method, utilizing secondary data obtained from the annual financial reports of companies listed on the Indonesia Stock Exchange. The population and sample for this study are the financial reports of energy sector companies on the Indonesia Stock Exchange for the 2022-2024 period. The sampling technique used was purposive sam...
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