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Optimization of the XG-Boost Algorithm for Predicting Stroke Patient Care Outcomes
Lestari, Puji
; Universitas Amikom Purwokerto
; Tahyudin, Imam
; (Scopus ID: 56764427700, Universitas Amikom Purwokerto)
; Tikaningsih, Ades
; Universitas Amikom Purwokerto
; Nurhopipah, Ade
; Universitas Amikom Purwokerto
Telematika
Vol 18
, No 1
(2025)
Stroke is a critical health issue in Indonesia, contributing to high mortality rates. At Banyumas District Hospital, stroke is the fourth most common condition, presenting significant challenges in both clinical care and financial management. The purpose of this study is to enhance the quality of services and optimize treatment costs for stroke patients by developing a predictive model using the XGBoost algorithm. This study employs the XGBoost algorithm to develop predictive models, which are t...
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Comparative Analysis of Distance Metrics in KNN and SMOTE Algorithms for Software Defect Prediction
Maulidha, Khusnul Rahmi
; Lambung Mangkurat University
; Faisal, Mohammad Reza
; Lambung Mangkurat University
; Saputro, Setyo Wahyu
; Lambung Mangkurat University
; Abadi, Friska
; Lambung Mangkurat University
; Nugrahadi, Dodon Turianto
; Lambung Mangkurat University
; Adi, Puput Dani Prasetyo
; National Research and Innovation Agency (Badan Riset dan Inovasi Nasional)
; Hariyady, Hariyady
; Universiti Malaysia Sabah
Telematika
Vol 18
, No 1
(2025)
As the complexity and scale of projects increase, new challenges arise related to handling software defects. One solution uses machine learning-based software defect prediction techniques, such as the K-Nearest Neighbors (KNN) algorithm. However, KNN’s performance can be hindered by the majority vote mechanism and the distance/similarity metric choice, especially when applied to imbalanced datasets. This research compares the effectiveness of Euclidean, Hamming, Cosine, and Canberra distance met...
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Efek Kava (Piper Methysticum) Sebagai Anestesi
Jurnal Ventilator: Jurnal riset ilmu kesehatan dan Keperawatan
Vol 3
, No 1
(2025)
Kava (Piper Methysticum) is a plant traditionally used in the South Pacific for its sedative and anxiolytic effects. Its active compounds, kavalactones, are known to have potential as natural anesthetics, with a mechanism of action similar to benzodiazepines and general anesthetics. This study aims to evaluate the effectiveness of Kava as an anesthetic through a systematic literature review and meta-analysis. Literature searches were conducted in PubMed, Scopus, and Cochrane Library using releva...
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PENGARUH PENDIDIKAN KESEHATAN DENGAN MEDIA VIDEO TERHADAP PENURUNAN KECEMASAN PADA PASIEN PRE OPERASI FRAKTUR DI RSU DIPONEGORO DUA SATU KLATEN
Jurnal Ilmiah Sains dan Teknologi
Vol 7
, No 01
(2025)
Pasien fraktur semakin meningkat setiap tahunnya, pasien yang akan menjalani operasi beresiko mengalami kecemasan. Hal ini disebabkan karena beberapa faktir seperti jenis kelamin, usia, pekerjaan,pendidikan dan status perkawinan. Kecemasan dapat berdampak negatif terhadap psikologis dan fisik pasien pre operasi fraktur seperti, rasa nyeri, terjadinya perubahan fisik (keringat dingin, gemetar, gelisah) dan takut apabila tidak bisa menggerakan anggota tubuh setelah dibius. Kondisi ini dapat di tur...
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Pemeliharaan Tanaman Obat Keluarga (TOGA) dalam Upaya Meningkatkan Kesehatan Masyarakat di Desa Mata Wawatu
Ardinawati Ardinawati
; Asnita Sari
; Dwi Febriani
; Evitri Anggraeni
; Fadilla Aulia Savana
; La Ode Rifaldy Rizqi Ramadan.M
; Miftahul Hasanah
; Mila Angraeni
; Muhammad Arifin
; Rifdah Molidah
; Rizda Sandiva Saputri
; Rossa Aprilia Wulan As’ad
; Wa Ode Yanti
; Zahra Nuril Anwar
; Zahratul Jannah
; Devi Savitri Effendy
; Ramadhan Tosepu
; Nurmaladewi Nurmaladewi
; Suhadi Suhadi
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 1
(2025)
This article discusses the maintenance of Family Medicinal Plants (TOGA) in Mata Wawatu Village as an effort to improve public health. The aim of this program is to provide information to the public regarding the benefits and cultivation techniques of medicinal plants. The methods employed include qualitative research with a descriptive approach, encompassing observations, interviews, and documentation collection. The findings of this study indicate that this initiative has successfully enhanced...
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Analisis Variabel Kemiskinan di Indonesia dengan Model Linear Regresi dan Algoritma K-Means pada Tahun 2020-2023
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 4
, No 2
(2025)
Poverty is one of the global issues faced by many developing countries, including Indonesia. This study aims to analyze the factors influencing poverty in Indonesia and to map provinces based on their poverty levels. The data used in this study is panel data from 34 provinces in Indonesia for the period 2020–2023, sourced from the Central Bureau of Statistics. The analytical method employed is multiple linear regression using panel data to determine the impact of gross regional domestic product...
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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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Pengaruh Kerjasama Tim dan Komunikasi Terhadap Kinerja Karyawan PT Buana Armada Jaya
Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahan
Vol 3
, No 2
(2025)
.This research discusses the Influence of Teamwork and Communication on Employee Performance. This research discusses Teamwork and Communication on employee performance at PT Buana Armada Jaya. The research aims to explain the influence of teamwork and communication on employee performance at PT Buana Armada Jaya. The sample for this research is employees who work at PT Buana Armada Jaya, numbering 40 employees. The analysis techniques used are validity tests, reliability tests, classical assump...
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Peningkatan Kesadaran Masyarakat dalam Pencegahan Penyebaran Virus Pasca Pandemi melalui Pembuatan dan Pemanfaatan Alat Cuci Tangan Portabel di Kecamatan Colomadu
Jurnal Suara Pengabdian 45
Vol 4
, No 1
(2025)
Pandemi COVID-19 telah mengubah perilaku masyarakat dalam menjaga kebersihan, terutama dalam kebiasaan mencuci tangan. Namun, setelah pandemi berakhir, kebiasaan ini mulai berkurang, ditambah dengan terbatasnya sarana cuci tangan yang tersedia. Di Kecamatan Colomadu, masih ditemukan rendahnya kesadaran masyarakat dalam menjaga kebersihan tangan. Untuk mengatasi hal tersebut, tim pengabdian masyarakat menginisiasi penyediaan alat cuci tangan portabel di beberapa fasilitas umum sebagai upaya untuk...
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EDUKASI KESEHATAN JIWA PONDOK PESANTREN MELALUI PENDEKATAN MANAJEMEN STRES
Alfianto, Ahmad
; Illahi Adi Putra, M.Arizki
; Ayu Novi ambarwati, Arista Ayu
; Azriel Hadianto, Jefri
JURNAL KEPERAWATAN SISTHANA
Vol 10
, No 1
(2025)
This study emphasizes the importance of mental health among students in Islamic boarding schools (pondok pesantren), who often face various academic and social pressures. According to the World Health Organization (WHO), mental health is defined as a state in which individuals feel happy and healthy, are capable of facing life's challenges, and maintain a positive attitude towards themselves and others. The objective of this research is to evaluate the effectiveness of stress management-based ed...
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