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All Journal Publikasi Pendidikan Jurnal Kebidanan Dan Kesehatan Tradisional Sinkron : Jurnal dan Penelitian Teknik Informatika Jurnal Kesehatan Vokasional Journal of Midwifery Oksitosin : Jurnal Ilmiah Kebidanan Journal of Issues in Midwifery Jurnal MID-Z (Midwivery Zigot) Jurnal Ilmiah Kebidanan Jurnal Mandala Pengabdian Masyarakat Jurnal Kebidanan
Dian Kusumaningtyas
Department Of Midwifery, Faculty Of Medicine, Universitas Brawijaya
Biochemistry, Genetics & Molecular Biology Computer Science & IT Education Health Professions Immunology & microbiology Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Hyperparameter-Tuned Artificial Neural Networks for Early Stunting Prediction in Toddlers Asriningtias, Salnan Ratih; Megawati, Citra Dewi; Kusumaningtyas, Dian; Surya, Dwi Utari
Sinkron : jurnal dan penelitian teknik informatika Vol. 9 No. 2 (2025): Research Articles April 2025
Publisher : Politeknik Ganesha Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33395/sinkron.v9i2.14695

Abstract

The growing accessibility of varied health data requires the creation of efficient and practical techniques for deriving actionable insights, particularly for the early identification of severe health issues. This study tackles the issue of recognizing stunting—a disorder with enduring health consequences—among children under five by employing Artificial Neural Networks (ANN) with hyperparameter optimization by GridSearchCV. The dataset, sourced from Kaggle, comprises 121,000 records detailing age, gender, height, and nutritional status according to WHO standards. Critical hyperparameters, including dropout rate, batch size, and epochs, were optimized using a five-fold cross-validation approach within GridSearchCV, ensuring a robust model that reduces overfitting and generalizes well to new data. The findings demonstrate a notable performance improvement, as the optimized ANN model attained an accuracy of 99%, exceeding the baseline model's 98%. Enhancements in accuracy, recall, and F1-score across the four stunting classifications—normal, stunted, severely stunted, and tall—underscore the improved specificity and sensitivity of the optimized model. This research demonstrates the efficacy of hyperparameter tuning in ANN for stunting prediction, offering a reliable tool for early intervention in malnutrition management.
Pelatihan Laktasi Multidisipliner: Kolaborasi Dosen Kebidanan dan Dokter Spesialis Anak Fakultas Kedokteran Universitas Brawijaya Mastuti, Ni Luh Putu Herli; Barlianto, Wisnu; Ulfah, Mega; Kusumaningtyas, Dian
Jurnal Mandala Pengabdian Masyarakat Vol. 6 No. 2 (2025): Jurnal Mandala Pengabdian Masyarakat
Publisher : Progran Studi Farmasi Universitas Mandala Waluya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35311/jmpm.v6i2.934

Abstract

Kesadaran tentang pentingnya Air Susu ibu sebagai nutrisi terbaik untuk bayi masih sangat kurang, dengan keberhasilan ASI eksklusif tinggal nasional sebesar 73,97%.  Ibu memegang peranan penting untuk keberhasilan ASI Eksklusif, sehingga sangat diperlukan peningkatan pemahaman dan kesiapan ibu. Bidan merupakan salah satu tenaga kesehatan yang bersentuhan langsung dengan ibu, terutama selama menyusui. Sehingga sangat penting untuk meningkatkan kemampuan bidan, dengan melakukan kolaborasi antara Departemen Kebidanan dengan dokter spesialis anak Fakultas Kedokteran Universitas Brawijaya. Kegiatan ini dilakukan dengan memakai metode penyampaian materi, dengan judul Air Susu Ibu sebagai nutrisi penting untuk bayi, Manajemen Laktasi, Pentingnya kesehatan Mental ibu menyusui, serta ditutup oleh materi tentang Alergi susu sapi di bayi. Sasaran untuk mencapai tujuan kegiatan yaitu 40 tenaga bidan di wilayah kota Malang, baik yang bekerja di Rumah, Sakit, Rawat jalan maupun sebagai Bidan Praktek Mandiri. Setelah pemberian materi, dilanjutkan dengan diskusi interaktif, yang cukup memberikan peluang peserta untuk mendiskusikan materi yang diberikan yang akan diterapkan dalam pelayanan kepada pasien. Kegiatan ini cukup memberikan tingkat pemahaman bidan, terutama untuk keberhasilan menyusui disertai dengan persiapan ibu serta deteksi kemungkianan alergi protein susu sapi. Hasil menunjukkan peningkatan yang signifikan pada nilai rata-rata dari 17 menjadi 23 pada pre dan post-test. Kegiatan pelatihan dengan melibatkan fasilitator multidisipliner sangat penting untuk peningkatan kompetensi bidan dalam manajeman laktasi dengan mengedepankan bukti - bukti ilmiah.
Enhancing Adolescent Girls’ Knowledge of Premenstrual Syndrome through Flipbook and Video-Based Health Education Zahrani, Safira Astri Atika; Wiyasa, I Wayan Arsana; Kusumaningtyas, Dian
Jurnal Kebidanan dan Kesehatan Tradisional Jurnal Kebidanan dan Kesehatan Tradisional Volume 10 Number 2 Year 2025
Publisher : Poltekkes Kemenkes Surakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37341/jkkt.v10i2.624

Abstract

Background: Premenstrual syndrome (PMS) is symptom occur in luteal phase. The manifestation of PMS varies in each individual, may affect the quality of life in physical and physiological. Knowledge about PMS possibly improved through health education especially in adolescent girls as high-risk group. Flipbook and video are the media usually used for education; both are digital innovations that potentially facilitate the provision of health education. Methods: This quasi-experimental study was conducted by pre-posttest design without control group. A total population of 254 adolescent girls were selected for random sampling, resulting in 80 participants divided into two groups. The data was taken before and after education by questionnaires, analyzed with Wilcoxon test, and compared with Mann-Whitney test. Results: The result indicated there were increase to high level knowledge in flipbook group (50%) with mean score 77.83 and video group (72,5%) with mean score 85.33. The p-value using Wilcoxon test was p=<0.001 (p<0.01) respectively for both flipbook and video group. Mann-Whitney test resulted in higher effectiveness of video p=0.003 (p<0,05). Conclusion: There is increase in knowledge level after education both in flipbook and video groups. Meanwhile, video is highly suggested that the result shows higher effectiveness than flipbook.
Co-Authors Abkar Raden Ayu Andani Dwi Utari Surya Fitria, Ruman Kartini, Farida Kentri Anggarina Gumanti Krisjentha Iffah Agustasari Lidya Drajat Pramesti Lilik Indahwati Mega Ulfah, Mega Megawati, Citra Dewi Mergy Gayatri Nanik Setijowati Ni Komang Yeni Patma Sari Ni Luh Putu Herli Mastuti Nur Aini Retno Hastuti Nuretha Hevy Purwaningtyas Rahma Dian Hanifarizani Rahma Dian Hanifarizani Ratna Diana Fransiska Salnan Ratih Asriningtias, Salnan Ratih Saptadi Yuliarto Siti Karomah Wisnu Barlianto Wiyasa, I Wayan Arsana Zahrani, Safira Astri Atika