Article Per Year (5 Year)
p-Index From 2021 - 2026
6.817
P-Index
This Author published in this journals
All Journal International Journal of Public Health Science (IJPHS) Jurnal Bidan Prada Journal of Business and Behavioural Entrepreneurship Jurnal Kebidanan Jurnal HAM Jurnal Manajemen Informasi dan Administrasi Kesehatan KACANEGARA Jurnal Pengabdian pada Masyarakat Proceedings of the International Conference on Applied Science and Health KOMPUTA : Jurnal Ilmiah Komputer dan Informatika INTERNATIONAL JOURNAL OF NURSING AND MIDWIFERY SCIENCE (IJNMS) Jurnal Ilmiah Keperawatan JURNAL ILMIAH OBSGIN : Jurnal Ilmiah Ilmu Kebidanan & Kandungan Jurnal Keperawatan Malang (JKM) Community Service Journal of Indonesia Pediomaternal Nursing Journal Jurnal Peduli Masyarakat Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Fakultas Teknik UNISA Kuningan Jurnal Sains Kebidanan Jurnal Farmasi International Journal on Social Science, Economics and Art Journal of Community Development Jurnal Manajemen dan Ilmu Administrasi Publik (JMIAP) EDUTECH : Jurnal Inovasi Pendidikan Berbantuan Teknologi Scientific Jurnal Inovasi Pembelajaran di Sekolah Journal of Applied Nursing and Health ProBisnis : Jurnal Manajemen Nurse and Holistic Care Jurnal Pengabdian Masyarakat - Teknologi Digital Indonesia Business and Entrepreneurial Review Sanskara Ekonomi dan Kewirausahaan Inspiration: Jurnal Teknologi Informasi dan Komunikasi Wahana Bina Pemerintahan Journal of Economics and Public Health BATIK: Jurnal Pengembangan dan Pengabdian Masyarakat Multikultural International Journal of Healthcare and Information Technology Jurnal Medika: Medika The International Journal of Studies in Social Sciences and Humanities (IJOSSH) Medica Majapahit Socious Journal
Puji Hastuti
Midwifery Department, Polytechnic Health Ministry Of Semarang
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Neuroscience Nursing Public Health Social Sciences Veterinary Other

Published : 54 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 54 Documents
Search

 2   3   4   5   6 
Pengaruh Psikoedukasi Terhadap Perilaku Cyberbullying Pada Siswa Kelas 7 di SMP Negeri 27 Surabaya Pomalela, Pomalela; Hastuti, Puji; Prasetya, Taufan Agung
Jurnal Ilmiah Keperawatan STIKES Hang Tuah Surabaya Vol 18 No 2 (2023): October Edition
Publisher : Sekolah Tinggi Ilmu Kesehatan Hang Tuah Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30643/jiksht.v18i2.320

Abstract

EKSTRAK IKAN MUJAIR SEBAGAI ALTERNATIF PERBAIKAN STATUS GIZI PENDERITA TUBERCULOSIS ANAK Walin, Walin; Sukrilah, Ulfah Agus; Riyadi, Sugeng; Prasetyo, Herry; Hastuti, Puji
Jurnal Sains Kebidanan Vol. 6 No. 1 (2024): MEI 2024
Publisher : POLTEKKES KEMENKES SEMARANG

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31983/jsk.v6i1.11271

Abstract

Pasien TB paru mengalami penurunan berat badan yang drastis. Hal ini dapat diatasi dengan memperbaiki pola asupan nutrisi khususnya protein dan menjalani pengobatan. Asupan protein tersebut bisa didapatkan dari ikan termasuk mujahir yang memiliki komposisi dan asam amino esensial. Namun bila dikonsumsi secara langsung terasa bau amis.  Untuk menutupi bau dan rasa amis itu perlu dibuat ekstrak dan dikaji kandungan dalam ekstrak Ikan mujahir tersebut.Tujuan penelitian ini adalah untuk mengetahui kandungan ekstrak ikan mujair (Oreochromis mossambicus) sebagai usaha untuk meningkatkan status gizi bagi penderita tuberculosis. Metode penelitian pembuatan ekstrak ikan mujair  dilakukan dengan proses       ekstraksi / hidrolisis melalui mesin ekstraksi dengan ditambahkan pelarut aquades dan etanol 96%. Hasil penelitian menunjukkan bahwa    kandungan kadar air sebesar 1,33 %, kandungan abu 3,16 %, kadar lemak 16,87 %, kadar protein 54,08 % dan kandungan karbohidrat sebesar 24,56 %. Selanjutnya, berdasarkan hasil analisa terhadap cemaran logam berat seperti pb, Cd, Hg dan As tidak ditemukan atau tidak terdeteksi. Cemaran mikroorganisme salmonella spp, shigella sp dan clostridia juga menunjukkan hasil negative. Kadar air dan kadar abu ada pada kategori rendah masing-masing sebesar 1,33 % dan 3,16 % yang  berarti kualitas ekstrak ikan mujair sangat layak untuk dikonsumsi sebagai usaha untuk meningkatkan status gizi bagi penderita tuberculosis. 
Pelatihan Perawatan Payudara Menuju Sukses ASI Eksklusif di Sidoarjo Hastuti, Puji; Budiarti, Astrida; Ernawati, Dwi; Saidah, Qori’ Ila; Fatimawati, Iis; Faridah, Faridah
Jurnal Pengembangan dan Pengabdian Masyarakat Multikultural Vol 3 No 1: BATIK April 2025
Publisher : Institut Riset dan Publikasi Indonesia (IRPI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57152/batik.v3i1.1843

Abstract

Breast milk is the perfect food for babies. Breast milk contains essential and complete nutrients that babies need for their growth and development. However, in reality, there are still many mothers who do not provide exclusive breastfeeding due to various factors, one of which is breast milk that is not smooth. Breast care is an effort to launch breast milk production, so that it meets the needs of the baby. The purpose of this activity is to conduct community service by providing breast care training towards exclusive breastfeeding success for breastfeeding mothers in Kalanganyar Village, Sedati, Sidoarjo. Activities include pretest, training, discussion and question and answer, and posttest to evaluate the level of understanding of breastfeeding mothers. After the training, 90% of pregnant women had good knowledge
Determinants of Psychological Disorders Among Pregnant Women in Indonesia: A Cross-sectional Study on The Roles of Social Support, Parity, and Anxiety Budiarti, Astrida; Hastuti, Puji; Fatimawati, Iis; Sulistyawati, Rahmah
Journal of Applied Nursing and Health Vol. 7 No. 3 (2025): Journal of Applied Nursing and Health
Publisher : Chakra Brahmanda Lentera Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55018/janh.v7i3.388

Abstract

Background: Pregnancy involves physical and emotional changes that can impact a woman's psychological well-being. However, few studies have explored the combined influence of social support, parity, and anxiety on psychological disorders among pregnant women in Indonesia. This study aimed to examine the relationship between social support, parity, and anxiety with psychological disorders among pregnant women in Indonesia. Methods: A cross-sectional study was conducted among 114 pregnant women attending antenatal care at East Java, Indonesia, community health centers. Participants were selected using a simple random sampling technique. Inclusion criteria were pregnant women living with their husbands or family members, while those who declined participation were excluded. Data were collected using the Multidimensional Scale of Perceived Social Support (MSPSS), Depression Anxiety Stress Scale-21 (DASS-21, anxiety subscale), and the Antenatal Risk Questionnaire (ANRQ). Data were analyzed using descriptive statistics and Spearman’s rho correlation. This study complied with the STROBE reporting guidelines. Results: Most respondents were aged 24–29 years (43.9%), had senior high school education (75%), were housewives (54.4%), and had moderate family income (46.5%). The results showed that low social support (p = 0.002), being multiparous (p = 0.003), and higher anxiety levels (p = 0.001) were significantly associated with increased psychological disorder risk. Women with low social support or severe anxiety had the highest risk. Multiparous women were more likely to report psychological distress compared to primiparous women. Social support, parity, and anxiety were significant factors associated with psychological disorders during pregnancy. Conclusion: Mental health should be an integral part of antenatal care. These findings underscore the need to integrate mental health screening and family-based support into routine antenatal care to improve maternal psychological well-being.
DETERMINAN LINGKUNGAN TEMPAT TINGGAL TERHADAP PERSONAL HYGIENE MAHASISWA DI KELURAHAN JAGIR DAN KELURAHAN BENDUL MERISI KOTA SURABAYA hastuti, puji
MEDICA MAJAPAHIT Vol 11 No 2 (2019): Medica Majapahit
Publisher : Sekolah Tinggi Ilmu Kesehatan Majapahit Mojokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Personal hygiene adalah suatu tindakan untuk memelihara kebersihan dan kesehatan seseorang untuk kesejahteraan fisik dan psikis. Mayoritas mahasiswa yang tinggal di kos tidak menjaga kebersihan diri maupun lingkungan tempat tinggalnya sehingga dapat berdampak pada kesehatan mahasiswa. Tujuan penelitian ini untuk menganalisis determinan ligkungan tempat tinggal terhadap personal hygiene mahasiswa. Penelitian ini menggunakan pendekatan cross sectional. Sampel diambil dengan teknik purposive sampling sebanyak 68 mahasiswa di Kelurahan Jagir dan Kelurahan Bendul Merisi Kota Surabaya. Instrumen variabel personal hygiene menggunakan kuesioner dan instrumen ligkungan tempat tinggal menggunakan lembar observasi. Data dianalisis menggunakan uji Chi Square dan uji Regresi Logistik dengan derajat kemaknaan ρ ≤ 0,05. Hasil penelitian menunjukkan faktor yang berhubungan dengan personal hygiene adalah sarana pembuangan kotoran (ρ = 0,031). Tidak ada hubungan antara sarana air bersih (ρ = 0,893), kepadatan hunian (ρ = 0,658), ventilasi (ρ = 0,526), dan pencahayaan (ρ = 0,615) dengan personal hygiene mahasiswa di Kelurahan Jagir dan Kelurahan Bendul Merisi Kota Surabaya. Faktor lingkungan yang paling dominan yang mempengaruhi personal hygiene mahasiswa adalah sarana pembuangan kotoran, akan tetapi 5 faktor lingkungan tersebut saling terkait. Sarana pembuangan kotoran merupakan faktor lingkungan yang paling tinggi pengaruhnya terhadap personal hygiene mahasiswa. Saran penelitian ini adalah kepada pengelola kos dan penghuni kos agar lebih memperhatikan kebersihan sarana prasarana yang telah ada khususnya sarana pembuangan kotoran, sehingga dapat mengurangi penyakit akibat personal hygiene dan lingkungan yang tidak memadai. Kata Kunci : lingkungan tempat tinggal, personal hygiene, mahasiswa DETERMINANT OF THE NEIGHBORHOOD TO THE PERSONAL HYGIENE’S STUDENTS AT KELURAHAN JAGIR AND KELUARAHAN BENDUL MERISI, IN SURABAYA CITY Ika Yulia Hadinata1), Puji Hastuti 2), M. Zul Azhri 3) 1), 2), 3) Sekolah Tinggi Ilmu Kesehatan Hang Tuah Surabaya ABSTRACT Personal hygiene is an action to maintain cleanliness and health of a person for physical and psychological well-being. The majority of students who live in boarding houses do not maintain personal hygiene and the environment in which they live so that it can have an impact on student health. The purpose of this study was to analyze the environmental determinants of personal hygiene of students. This study uses a cross sectional approach. Samples were taken with a purposive sampling technique of 68 students in Kelurahan Jagir and Kelurahan Bendul Merisi, Surabaya City. The personal hygiene variable instrument uses a questionnaire and the environmental instrument of the residence uses an observation sheet. Data were analyzed using Chi Square test and Logistic Regression test with significance level ρ ≤ 0.05. The results showed a factor related to personal hygiene was a means of removing sewage (ρ = 0.031). There is no relationship between clean water facilities (ρ = 0.893), occupancy density (ρ = 0.658), ventilation (ρ = 0.526), ​​and lighting (ρ = 0.615) with student personal hygiene at Kelurahan Jagir and Kelurahan Bendul Merisi in Surabaya. The most dominant environmental factor affecting student's personal hygiene is a means of removing sewage, however the 5 environmental factors are interrelated. Means for removing sewage are the environmental factors that have the highest influence on student personal hygiene. The suggestion of this research is to boarding house and boarding house residents to pay more attention to the cleanliness of existing infrastructure, especially sewage disposal facilities, so as to reduce illness due to inadequate personal hygiene and the environment Keyword : Neighborhood, Personal Hygiene, Students
Analisis Biaya Produksi dan Pendapatan pada PT. Rabita Creative Inovation Tas Sasirangan Kecamatan Cempaka Kota Banjarbaru Jumiati, Jumiati; Hastuti, Puji; Juhdi, Muhammad; Putri, Shinta Widya
ProBisnis : Jurnal Manajemen Vol. 16 No. 06 (2025): December: Management Science
Publisher : Lembaga Riset, Publikasi dan Konsultasi JONHARIONO

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Penelitian ini bertujuan untuk mengetahui dan menganalisis biaya produksi dan pendapatan pada PT.Rabita Creative Inovation Tas Sasirangan yang berada di Kecamatan Cempaka Kota Banjarbaru. Variabel penelitian yang digunakan adalah biaya produksi dan pendapatan dengan menggunakan metode analisis data yaitu R/C Ratio. Sumber yang digunakan dalam pengumpulan data adalah menggunakan data primer dan data skunder dengan teknik pengumpulan data yang digunakan adalah dengan melakukan observasi, wawancara, dan dokumentasi. Populasi pada penelitian ini yaitu data biaya, penjualan dan pendapatan dari tahun2017-2023, sedangkan sampel penelitian yang digunakan adalah biaya, penjualan dan pendapatan pada PT. Rabita Creative Inovation Tas Sasirangan  satu tahun terakhir yaitu 2023. Teknik analisis data yang digunakan adalah Biaya Total (TC), Penerimaan, Pendapatan, dan Analisis Ratio Cost (R/C). Hasil penelitian menunjukkan bahwa biaya total yang dikeluarkan PT. Rabita Creative Inovation Tas Sasirangan yaitu sebesar Rp.160.795.000 yang terdiri dari biaya tetap dan biaya variabel. Pendapatan yang diperoleh PT. Rabita Creative Inovation Tas Sasirangan yaitu sebesar Rp.123.205.000 didapat dari hasil Penerimaan sebesar Rp.284.000.000 dikurangi dengan Total Biaya Produksi Rp.160.795.000. R/C Rasio sebesar 1,77 hal ini menunjukkan perbandingan menghasilkan nilai diatas 1 (Analisis R/C > 1 artinya PT. Rabita Creative Inovation Tas Sasirangan menguntungkan dan layak untuk dikembangkan dalam jangka waktu Panjang).
IMPLEMENTASI PELAKSANAAN PERMENKES NO 39 TAHUN 2016 TENTANG PIS-PK PROGRAM INDONESIA SEHAT (Studi Kasus di Puskesmas Kabupaten Sragen) Rahardjo, Budhi; Ani, Nur; Hastuti, Puji
Jurnal Manajemen Informasi dan Administrasi Kesehatan Vol. 4 No. 1 (2021): JMIAK
Publisher : Program Studi D3 Rekam Medis dan Informasi Kesehatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32585/jmiak.v4i1.1026

Abstract

ABSTRAKProgram utama pembangunan kesehatan periode ini adalah Program Indonesia Sehat yang tertuang dalam Renstra Menteri Kesehatan RI 2015-2019, dalam roadmap tahun 2019 seluruh penduduk Indonesia mendapatkan pelayanan kesehatan berupa kunjungan rumah oleh tenaga kesehatan dari Puskesmas. Penelitian ini bertujuan untuk memperoleh gambaran pelaksanaan Program Indonesia Sehat dengan Pendekatan Keluarga pada tahap persiapan dan kunjungan rumah serta intervensi dini. Metode: Penelitian ini merupakan penelitian kualitatif deskriptif yang dilaksanakan pada bulan April-September 2018 di CHC Kabupaten Sragen. Variabel penelitiannya adalah pelaksanaan Program Indonesia Sehat dengan Pendekatan Keluarga pada tahap persiapan dan kunjungan rumah serta intervensi dini. Analisis data menggunakan tiga jalur kegiatan utama yaitu reduksi data, penyajian data dan penarikan kesimpulan. Hasil: Hasil penelitian ini berdasarkan hasil implementasi di lapangan dibandingkan dengan regulasi yang ada. Cakupan kunjungan rumah belum sesuai, namun tahap persiapan dan kunjungan rumah serta intervensi dini sudah sesuai dengan ketentuan. Kesimpulan: Dari penelitian ini dapat merekomendasikan kepada Puskesmas untuk menjalin kerjasama dengan lintas sektor, meningkatkan jaminan atau komitmen, bekerjasama dengan instansi pendidikan kesehatan agar cakupan kunjungan rumah dapat tercapai tepat waktu. Keywords: Implementation, The Indonesian Health Minister Regulation Number 39  in 2016, Healthy Indonesian Program by Family Approachment  ABSTRAK Program utama pembangunan kesehatan periode ini adalah Program Indonesia Sehat yang tertuang dalam Renstra Menteri Kesehatan RI 2015-2019, dalam roadmap tahun 2019 seluruh penduduk Indonesia mendapatkan pelayanan kesehatan berupa kunjungan rumah oleh tenaga kesehatan dari Puskesmas. Penelitian ini bertujuan untuk memperoleh gambaran pelaksanaan Program Indonesia Sehat dengan Pendekatan Keluarga pada tahap persiapan dan kunjungan rumah serta intervensi dini. Metode: Penelitian ini merupakan penelitian kualitatif deskriptif yang dilaksanakan pada bulan April-September 2018 di CHC Kabupaten Sragen. Variabel penelitiannya adalah pelaksanaan Program Indonesia Sehat dengan Pendekatan Keluarga pada tahap persiapan dan kunjungan rumah serta intervensi dini. Analisis data menggunakan tiga jalur kegiatan utama yaitu reduksi data, penyajian data dan penarikan kesimpulan. Hasil: Hasil penelitian ini berdasarkan hasil implementasi di lapangan dibandingkan dengan regulasi yang ada. Cakupan kunjungan rumah belum sesuai, namun tahap persiapan dan kunjungan rumah serta intervensi dini sudah sesuai dengan ketentuan. Kesimpulan: Dari penelitian ini dapat merekomendasikan kepada Puskesmas untuk menjalin kerjasama dengan lintas sektor, meningkatkan kepastian atau komitmen, bekerjasama dengan instansi pendidikan kesehatan agar cakupan kunjungan rumah dapat tercapai tepat waktu. Kata Kunci: Implementasi, Peraturan Menteri Kesehatan Nomor 39 Tahun 2016, Program Indonesia Sehat dengan Pendekatan Keluarga
TRANSFORMASI DIGITAL PAYMENT: ANALISIS DAMPAK IMPLEMENTASI QRIS TERHADAP POLA KONSUMSI MAHASISWA UNIVERSITAS ACHMAD YANI Jumiati, Jumiati; Surti, Surti; Hastuti, Puji; Juhdi, Muhammad; Maulana, Very Aji
EDUTECH : Jurnal Inovasi Pendidikan Berbantuan Teknologi Vol. 5 No. 4 (2025)
Publisher : Pusat Pengembangan Pendidikan dan Penelitian Indonesia (P4I)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51878/edutech.v5i4.7701

Abstract

ABSTRACT The use of QRIS has significantly changed student consumption behavior. Through the adoption of QRIS, students tend to choose QRIS over other payment methods. This study aims to analyze the effect of QRIS use on the consumption behavior of students of the Faculty of Economics, class of 2021–2024 at Campus II, Achmad Yani University, Banjarmasin. The methods used are validity, reliability, classical assumptions, simple linear regression, t-test, and coefficient of determination (R²). Of the 122 students, 86 respondents were selected through purposive sampling with QRIS user criteria. Primary data were obtained through questionnaires. The results show that QRIS use has a positive and significant effect on student consumption behavior. The regression equation Y = -0.405 + 1.229X shows that an increase in one unit of QRIS use increases consumption behavior by 1.229 units. The significance value of the t-test of 0.000 (<0.05) confirms a statistically significant effect. The coefficient of determination (R²) of 35.4% indicates that QRIS explains most of the variation in consumption behavior, with the remainder influenced by other factors. A total of 83.7% of students use QRIS for basic needs such as groceries, stationery, and entertainment (streaming, cinema), while 80.2% use it for food and beverages at cafes, restaurants, or food stalls. The ease and accessibility of QRIS encourages increased consumer behavior. Educational institutions and financial planners can consider digital financial literacy programs to encourage wiser consumption. ABSTRAK Penggunaan QRIS telah mengubah secara signifikan perilaku konsumsi mahasiswa. Melalui adopsi QRIS dimana mahasiswa cenderung memilih QRIS dibandingkan metode pembayaran lainnya. Penelitian ini bertujuan untuk menganalisis pengaruh penggunaan QRIS terhadap perilaku konsumsi mahasiswa Fakultas Ekonomi angkatan 2021–2024 di Kampus II Universitas Achmad Yani Banjarmasin.Metode yang di gunakan uji validitas, reliabilitas, asumsi klasik, regresi linear sederhana, uji t, dan koefisien determinasi (R²). Variabel yang digunakan adalah penggunaan QRIS (X) sebagai variabel independen dan perilaku konsumsi (Y) sebagai variabel dependen. Dari 122 mahasiswa, 86 responden dipilih melalui purposive sampling dengan kriteria pengguna QRIS. Data primer diperoleh melalui kuesioner Hasil menunjukkan bahwa penggunaan QRIS berpengaruh positif dan signifikan terhadap perilaku konsumsi mahasiswa. Persamaan regresi Y = -0,405 + 1,229X menunjukkan bahwa peningkatan satu satuan penggunaan QRIS meningkatkan perilaku konsumsi sebesar 1,229 satuan. Nilai signifikansi uji t sebesar 0,000 (< 0,05) menegaskan pengaruh yang signifikan secara statistik. Koefisien determinasi (R²) sebesar 35,4% menunjukkan bahwa QRIS menjelaskan sebagian besar variasi dalam perilaku konsumsi, sementara sisanya dipengaruhi oleh faktor lain. Sebanyak 83,7% mahasiswa menggunakan QRIS untuk kebutuhan pokok seperti sembako, alat tulis, dan hiburan (streaming, bioskop), sedangkan 80,2% menggunakannya untuk makanan dan minuman di kafe, restoran, atau warung makan. Kemudahan dan aksesibilitas QRIS mendorong peningkatan perilaku konsumtif. Institusi pendidikan dan perencana keuangan dapat mempertimbangkan program literasi keuangan digital untuk mendorong konsumsi yang lebih bijak.
Government policy on health worker competency testing regulations Hastuti, Puji; Wahyuningrat, Wahyuningrat
International Journal on Social Science, Economics and Art Vol. 15 No. 3 (2025): in Press
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/ijosea.v15i3.779

Abstract

The health worker competency test is an Indonesian government policy aimed at ensuring that health workers, such as doctors, nurses, midwives, and other medical personnel, have adequate competency and professional standards before officially working. The competency test is a process of measuring the knowledge, skills, and attitudes of students at universities that provide higher education in the health sector. The implementation of the competency test itself has experienced various problems and changes. For example, the competency test for graduates of health universities is considered not in accordance with the mandate of the Higher Education Law and the Health Worker Regulation because it is carried out by a national committee. The Purwokerto Midwifery Study Program, Diploma Three Program, is a health worker institution that graduates midwives and has conducted competency tests for its graduates. The purpose of this study is to describe the pass rate of the competency test since participating in 2020 to 2024 for 5 years at the Purwokerto Midwifery Study Program, Diploma Three Program, and the preparations made for the competency test as well as the obstacles experienced in implementing the competency test. The research method uses secondary data derived from educational reports to describe the pass rate of the competency test. Interviews and observations to examine the preparation and obstacles in implementing the competency test. From the 2020 to 2024 competency tests, graduates were declared 100% competent. One retaker in 2022 was declared competent at the next stage. Preparation for the competency test included identifying students who met the requirements and providing refreshers on the test questions. A perceived obstacle was server inefficiency during the exam. Students were advised to prepare well for the test to be declared competent.
Intelligent System for Early Detection of Heart Disease Using XGBoost Machine Learning Algorithm on Web Application Sakkinah, Intan Sulistyaningrum; Hastuti, Puji; Fikri, Muhammad Ainul; Rahmawati, Ulfa Emi; Pratama, Raditya Arief; Firdausya, Maulana Akbar; Anggraini, Ratna Indah
International Journal of Healthcare and Information Technology Vol. 3 No. 2 (2026): January
Publisher : P3M Politeknik Negeri Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25047/ijhitech.v3i2.6685

Abstract

Heart disease remains a major contributor to global mortality, highlighting the importance of effective early detection systems that can assist both clinicians and general users. This study develops a heart disease prediction model based on the XGBoost algorithm and deploys it within a web-based application to enhance accessibility and practical usability. The research uses a dataset of 918 instances containing 12 demographic and clinical features commonly associated with cardiovascular risk. Pearson correlation analysis was performed to assess feature relevance, revealing that ExerciseAngina, Oldpeak, ST_Slope, Age, and MaxHR exhibit the strongest correlations with the HeartDisease outcome. These findings align with established clinical evidence on exercise-induced angina, ST-segment depression, and cardiac functional capacity. Following preprocessing and feature encoding, the XGBoost model was trained and evaluated. The model achieved strong predictive performance, with 88.26% accuracy, 88.32% precision, 91.66% recall, an F1-score of 89.96%, and an ROC-AUC of 0.93. The results demonstrate that XGBoost effectively discriminates between positive and negative cases and provides a good balance between sensitivity and precision. To enable real-world applicability, the final model was deployed on a Flask backend and integrated into a web application that allows users to input clinical parameters and receive real-time predictions. System testing confirmed that the application accurately delivers outputs and functions reliably across different input conditions. Overall, this study shows the feasibility of combining machine learning with web technologies to support early, accessible heart disease screening. Future work will involve usability testing and validation using real patient data to further strengthen the system’s clinical relevance.
Co-Authors Aat Ruchiat Nugraha Aditya Pratama Agus Suherman Aini, Fajaria Nur Aini, Fajaria Nur Anggraini, Ratna Indah Anggraini, Sahwa Desma Anita Widiastuti Ari Setiawan Arief Yanto Rukmana atiyatul hasanah, shifa Aulia Rahmah Azmi, Zul Budiarti, Astrida Budiati, Endang Pratiwi Chatarina Umbul Wahyuni Cornelia Y.B, Eva Darwis, Nurizah Binti Mohamed Dewi Cantika, Nourma Islam Dhanar Intan Surya Saputra Diki Retno Yuliani, Diki Retno Dikta, Avinda Diyah Arini Dwi Ernawati Dya Sustrami Eka Setiawati elliyana, ela Erma Prihastanti Esti Yunitasari FARIDAH Faridah Faridah Fatimawati, Iis Fikri, Muhammad Ainul Firdausya, Maulana Akbar Fitria Z. Gunawan Widjaja Hapsari, Wanodya Haryatmi, Dwi Herningtiyas A.N, Fransiska Herry Prasetyo Hesti Kurniasih, Hesti Irawan, Haris Irfana Tri Wijayanti, Irfana Tri Irwan Sugiarto Ismail Nurdin Ismayanti, Diah Jamaluddin Jamaluddin Juhdi, Muhammad Jumiati Jumiati Juwita, Bening Kamaliah, Nur Kartika Kartika Laxmi, Laxmi M. Zahari Maricar, Rezvanny Marlina, Lili Maulana, Very Aji Misransyah Akos Muftia, Nabila Rurotul Muskin, Isra Napu, Fithriah Nugraha, Fadillah Wahyu Nur Ani Nur Muji Astuti Nurlela, Lela Nurul Fadhilah Paerah, Ambo Pamungkas, Raka Patricia Diana Putri, Fatria Pomalela, Pomalela Prasetya, Taufan Agung Prasetyo, Amirzan Fikri Pratama, Raditya Arief Pri Utami Putri, Dian Utama Pratiwi Putri, Shinta Widya Qonitatul Hasanah Raditya Pratama Rahardjo, Budhi Rahmawati, Ulfa Emi Retno Wulan Rusmini . Saidah, Qoriila Saidah, Qori’ Ila Sakkinah, Intan Sulistyaningrum Septerina P. W. Setianto, Akbar Yuli Siti Nurhayati Sri Widiyati, Sri Sugeng Riyadi Sukrilah, Ulfah Agus Sulistyawati, Rahmah SUMIYATI SUMIYATI Suparmin Suparmin Surti, Surti Syafriani Syafriani, Syafriani Triharini, Mira Varwani, Mey Lita Eka Virgiana, Nina Wahyuningrat Wahyuningrat, Wahyuningrat Walin Walin, Walin Wulandari, Laila Yunita, Tria Zulkifli