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Performance Analysis of Ensemble Learning Models in Heart Failure Prediction: Random Forest, AdaBoost, and XGBoost
Beny, Beny
; Dinamika Bangsa University
; Yani, Herti
; Satya Wacana Christian University
; Yupu, Gangga Ramadhan Putra
; Dinamika Bangsa University
Telematika
Vol 19
, No 1
(2026)
Heart failure remains a major global health challenge, and early prediction is essential for improving patient outcomes. This study evaluates three ensemble learning methods, namely Random Forest, AdaBoost, and XGBoost, using the Heart Failure Prediction dataset containing 918 patient records from Kaggle. A quantitative experimental design was applied, including preprocessing with KNN imputation, model development, and evaluation using 10-Fold Cross Validation. Performance was assessed through a...
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Discourse Analysis of Students’ Writing: The Interplay Between Critical Thinking and Academic Vocabulary Use in Two Indonesian EFL Universities
ETERNAL: English Teaching Journal
Vol 17
, No 1
(2026)
This study examines how critical thinking and academic vocabulary (breadth and depth) influence the discourse features of undergraduate essays at Universitas PGRI Semarang and Universitas PGRI Madiun. Using a comparative qualitative design with quantitative indicators, the research analyzed student texts, vocabulary assessments, and interviews to evaluate coherence, cohesion, and argumentative clarity. Findings indicate that higher critical engagement correlates with more stable rhetorical seque...
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The Influence of Product Quality on Customer Satisfaction in Conventional Clothing Markets: A Case Study of Economic Geography in Bedoro Village, Sambungmacan
Journal of Geography Science and Education
Vol 7
, No 2
(2026)
In the current era of globalization, development and competition in the business world are increasingly fierce. One business that has very tight competition is the convection business. A convection business is a business that produces clothing in large quantities, according to consumer demand. This research aims to find out how product quality influences the KDC Konveksi company. Product quality greatly influences customer satisfaction. The progress of a company is influenced by the presence of...
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Demonstrasi Pembuatan Puding Daun Kelor untuk Mencegah Stunting di Desa Kopek Kecamatan Godong
Wahyu Unggul Widodo
; Inzaghi, Kentama
; Anggraini, Siska
; Sari, Novita
; Wulan Safitri, Restu Kurnia
; Agussalim
; Mayza Sabira, Salsadela
; Sofia, Ulfa lailatul Sofia
; Putri, Sindy Hertika Putri
Jurnal Suara Pengabdian 45
Vol 5
, No 1
(2026)
Stunting merupakan kondisi pada balita yang ditandai dengan tinggi badan menurut usia berada di bawah standar. Kondisi ini terjadi akibat asupan zat gizi yang tidak adekuat dalam jangka waktu panjang. Salah satu tanaman yang berpotensi digunakan dalam upaya pencegahan stunting adalah daun kelor. Daun kelor dapat dimanfaatkan sebagai bahan pangan untuk membantu mengatasi kekurangan gizi pada anak-anak sekaligus meningkatkan daya tahan tubuh. Kegiatan ini dilaksanakan dalam bentuk sosialisasi dan...
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PENGARUH EDUKASI MP-ASI BERBASIS VIDEO TERHADAP PENGETAHUAN IBU BAYI USIA 6–24 BULAN
Jurnal Ilmiah Kesehatan Ar-Rum
Vol 10
, No 2
(2026)
Pemberian Makanan Pendamping ASI (MP-ASI) yang tidak tepat masih menjadi salah satu faktor penyebab terjadinya gizi kurang dan stunting pada bayi dan balita. Rendahnya pengetahuan ibu mengenai waktu, jenis, tekstur, dan kandungan gizi MP-ASI berkontribusi terhadap praktik pemberian MP-ASI yang tidak sesuai dengan rekomendasi. Salah satu upaya untuk meningkatkan pengetahuan ibu adalah melalui edukasi kesehatan menggunakan media video yang menggabungkan unsur audio dan visual sehingga lebih mudah...
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Pelatihan Mengendalikan dan Mengontrol Emosi Bagi Terapis Profesional
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
The success of therapy and spa services is greatly influenced by the therapist's ability to manage and control their emotions while providing services. Emotions that are not managed properly can lead to a decline in service quality, client complaints, and psychological fatigue for therapists. This community service activity was carried out by lecturers from the Ibu Kartini Social Welfare Academy in Semarang at PGOT Mardi Utomo Semarang. The community service activity took the form of training in...
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Penguatan Profesionalisme Layanan Massage dan Refleksi Panggilan melalui Pelatihan Standarisasi Berbasis Etika dan Kenyamanan Konsumen
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
This Community Service activity aims to strengthen the professionalism of mobile massage and reflexology services through service standardization training based on ethics and consumer comfort. The activity was conducted at the PGOT Mardi Utomo Social Service Institution in Semarang as part of a social rehabilitation program to enhance the skills and work readiness of the beneficiaries. The implementation methods included lectures, interactive discussions, and practical demonstrations focusing on...
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Pendampingan Pelatihan Perawatan Badan Berkelanjutan Bagi Penerima Manfaat di Panti Pelayanan Sosial PGOT Mardi Utomo Semarang
Jurnal Pengabdian Kepada Masyarakat
Vol 3
, No 1
(2026)
Skills training organized by the orphanage as an implementation of empowering beneficiaries to express their talents and abilities, gaining knowledge and skills that have been implemented, specifically in the field of body care. Among the existing skills, training in body care, including body massage and body scrubs, was conducted by the Ibu Kartini AKS team. Of the existing skills, training in body care, including body massage and body scrubs, was conducted by the Ibu Kartini AKS team in Semara...
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Implementation of APLT Digital Media Literacy to Support Sex Education for Early Childhood
Amalia, Dina
; Pratiwi , Dewi
; Fatimatuzzahroh, Fatimatuzzahroh
; Pratiwi, Dewi
; Fatimatuzzahroh, Fatimatuzzahroh
Paudia
Vol 15
, No 1
(2026)
Sex education in early childhood is a preventive effort to foster children’s understanding of body protection and privacy awareness. This study aimed to develop and examine the feasibility and effectiveness of APLT (Aku Pintar Lindungi Tubuh) digital media as a supporting tool for early childhood sex education. The study employed a Research and Development (R&D) approach using the ADDIE model (analysis, design, development, implementation, and evaluation). The effectiveness of the developed...
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Pemetaan Tipologi Pengelolaan Sampah Secara Partisipatif di RW 05 Kelurahan Lebak Siliwangi Kota Bandung
Dewi, Rahma
; Akliyah, Lely Syiddatul
; Fatmadewi, Rose
; Hindersah, Hilwati
; Nafis’aly, Muhammad Zharfan
; Raihan, Ananda Muhammad
; Kurniawan, Sophi Ayni Putri
Abdi Geomedisains
Vol 6
, No 2
(2026)
Community awareness regarding waste sorting and processing in RW 05, Lebak Siliwangi Subdistrict remains relatively low. This condition is primarily attributed to a top-down management approach and limited citizen involvement in planning and implementation processes. To foster active participation, a participatory and context-sensitive approach is essential. This activity aims to map the potential and challenges of waste management and facilitate the development of citizen-based programs. The me...
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