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All Journal Imaji: Jurnal Seni dan Pendidikan Seni Dinamik Jurnal Ecosolum JURNAL HUTAN LESTARI IBDA` : Jurnal Kajian Islam dan Budaya Jurnal INSANIA Bioedukasi KALAM CENDEKIA PGSD KEBUMEN BASASTRA Jurnal Penelitian Fisika dan Aplikasinya (JPFA) Jurnal Teknologi Reaktor Nuklir Tri Dasa Mega AGRIKA Humanitas: Indonesian Psychological Journal Jurnal Riset dan Kajian Pendidikan Fisika KONSELI: Jurnal Bimbingan dan Konseling (E-Journal) Jurnal Studi Komunikasi dan Media Jurnal Ilmu-Ilmu Peternakan (Indonesian Journal of Animal Science) Psikopedagogia Jurnal Teknologi Pertanian Jurnal Solum JITRO (Jurnal Ilmiah dan Teknologi Peternakan Tropis) Jurnal Counsellia EDUKASI PAUDIA: JURNAL PENELITIAN DALAM BIDANG PENDIDIKAN ANAK USIA DINI Catharsis BAGIMU NEGERI : JURNAL PENGABDIAN KEPADA MASYARAKAT Mimbar Agribisnis: Jurnal Pemikiran Masyarakat Ilmiah Berwawasan Agribisnis Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini Jurnal Sains & Teknologi Modifikasi Cuaca Jurnal Bina Praja MODELING: Jurnal Program Studi PGMI Forum Ekonomi : Jurnal Ekonomi, Manajemen dan Akuntansi BIOEDUSCIENCE Jurnal AUDI JURNAL SINEKTIK Conference SENATIK STT Adisutjipto Yogyakarta Jurnal Pertanian Agros Jurnal Teknik Pertanian Lampung (Journal of Agricultural Engineering) Media Ilmu Kesehatan Agrisocionomics: Jurnal Sosial Ekonomi Pertanian Jurnal Analis Kesehatan JURNAL ILMIAH MAHASISWA AGROINFO GALUH GUIDENA: Jurnal Ilmu Pendidikan, Psikologi, Bimbingan dan Konseling Bioedukasi: Jurnal Pendidikan Biologi SEISENSE Journal of Management Journal of Educational Research and Evaluation Jurnal Pengabdian Magister Pendidikan IPA TELEKONTRAN: Jurnal Ilmiah Telekomunikasi, Kendali dan Elektronika Terapan Cakrawala: Jurnal Litbang Kebijakan Jurnal Mandiri JAKP (Jurnal Administrasi dan Kebijakan Publik) Literasi : Jurnal Ilmu Pendidikan TARBAWI: Journal on Islamic Education CERIA (Cerdas Energik Responsif Inovatif Adaptif) Psikostudia : Jurnal Psikologi Jurnal Sistem Informasi Kaputama (JSIK) FINANSIA : Jurnal Akuntansi dan Perbankan Syariah Agroteknika Journal of Information Systems and Informatics Jurnal Agrium Al-Qalb : Jurnal Psikologi Islam Community Engagement and Emergence Journal (CEEJ) Agrienvi : Jurnal Ilmu Pertanian JATI EMAS (Jurnal Aplikasi Teknik dan Pengabdian Masyarakat) Jurnal Hutan Tropika Bantara Journal of Animal Science SEMAR Indonesian Values and Character Education Journal Jurnal Pengabdian UNDIKMA Jurnal Teknik Informatika (JUTIF) ProGCouns: Journal of Professionals in Guidance and Counseling Jurnal Teknologi Sistem Informasi dan Sistem Komputer TGD BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi Journal of Physical Activity and Sports (JPAS) Jurnal Pengabdian Olahraga Masyarakat Prosiding Seminar Nasional Sains Teknologi dan Inovasi Indonesia (Senastindo) Jurnal Pengabdian Masyarakat IPTEK Tropical Animal Science Journal of Education Research Jurnal Pengabdian Masyarakat : Pemberdayaan, Inovasi dan Perubahan Healthy Tadulako Journal (Jurnal Kesehatan Tadulako) International Journal of Multidisciplinary Research and Literature (IJOMRAL) Jurnal Sistem Komputer Triguna Dharma (JURSIK TGD) Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) Jurnal Pengabdian Mandiri Journal of Agriculture (JoA) Jurnal Ilmu Manajemen Mulawarman (JIMM) Amare Journal Research of Social Science, Economics, and Management Innovative: Journal Of Social Science Research JURNAL HANDAYANI PGSD FIP UNIMED Tensile : Jurnal Pengabdian Kepada Masyarakat International Journal of Multidisciplinary Sciences ABDIMU Jurnal Pengabdian Kepada Masyarakat Jurnal Kepariwisataan: Destinasi, Hospitalitas dan Perjalanan Journal Information & Computer (JICOM) Agrocentrum Journal Of Medicine And Health Sciences (Medisci) Journal Of Economic Sciences (Ekuisci) Elatics Jurnal Ikadbudi : Jurnal Ilmiah Bahasa, Sastra, dan Budaya Daerah Journal of Elektronik Sistem InformasI Jurnal Cerdas Mendidik Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) INOVASI: Jurnal Ekonomi, Keuangan, dan Manajemen Jurnal Sarjana Ilmu Pendidikan PAUDIA: JURNAL PENELITIAN DALAM BIDANG PENDIDIKAN ANAK USIA DINI BACA: Jurnal Dokumentasi dan Informasi KARIR Jurnal Ilmiah Manajemen Agrimas : Jurnal Pengabdian Masyarakat Bidang Pertanian Analit: Analytical And Environmental Chemistry Jurnal Kajian Bimbingan dan Konseling
Purwadi Purwadi
IKIP SEMARANG
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PENGARUH PUPUK BIO-SELURRY YANG DIPROSES DENGAN EM4 DAN MA-11 TERHADAP PERTUMBUHAN RUMPUT ODOT (Pennisetum purpureum CV. Mott) DALAM SISTEM TUMPANG SARI DENGAN LEGUM Indigofera zollingeriana: THE EFFECT OF BIO-CELLURRY FERTILIZER PROCESSED WITH EM4 AND MA-11 ON THE GROWTH OF ODOT GRASS (PENNISETUM PURPUREUM CV.MOTT) IN AN MIXED CROPPING SYSTEM WITH THE LEGUM INDIGOFERA ZOLLINGERIANA Romadhoni, Iskhak; Purwadi, Purwadi; Prasetyo, Aris Budi
Tropical Animal Science Vol. 7 No. 2 (2025): TROPICAL ANIMAL SCIENCE
Publisher : Universitas Boyolali

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36596/tas.v7i2.1877

Abstract

This study aims to determine the effect of organic fertilizer bio-selurry processed using Effective Microorganisms 4 (EM4) and MA-11 on the growth of odot grass (Pennisetum purpureum cv. Mott) intercropped with legume Indigofera zollingeriana. The study was conducted from January to March 2025 in Ampel District, Boyolali Regency. The experimental design used was a Completely Randomized Design (CRD) with 4 treatments and 5 replications, namely P0 (bio-selurry without addition), P1 (bio-selurry + EM4), P2 (bio-selurry + MA-11), and P3 (bio-selurry + EM4 + MA-11). The parameters observed included the time of first shoot emergence, number of shoots, number of leaves, leaf blade length, stem diameter, fresh forage production, and dry matter. The results showed that the treatment of bio-selurry fertilizer had no significant effect (P>0.05) on the first shoot, number of shoots, number of leaves, leaf length, stem diameter, and dry matter. However, there was a significant effect (P<0.05) on the production of fresh greens, with the highest results obtained in treatments P2 and P3. This indicates that the use of bio-selurry fertilizer fermented with EM4 and MA-11 can increase the production of odot grass greens, although it has not significantly affected other growth parameters in the early phase.
PENGARUH SUPLEMENTASI MADU KLANCENG DAN TEPUNG MAGGOT TERHADAP PRODUKTIVITAS PUYUH: THE EFFECT OF SUPPLEMENTATION OF STONE HONEY AND MAGGOT FLOUR ON QUAIL PRODUCTIVITY Faizin, Wahid Nur; Wulandari, Eudia Christina; Purwadi, Purwadi
Tropical Animal Science Vol. 7 No. 2 (2025): TROPICAL ANIMAL SCIENCE
Publisher : Universitas Boyolali

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36596/tas.v7i2.1886

Abstract

The use of natural feed such as immunostimulants and alternative protein sources has been proven to efficiently improve poultry performance. This study examined the effect of Klanceng honey in the starter phase and Black Soldier Fly (BSF) maggot meal in feed on the productivity of local quail (Coturnix coturnix japonica). The study was conducted in Boyolali on December 24, 2024–February 9, 2025, using a Completely Randomized Design (CRD) with 4 treatments and 5 replications, involving 100 female quail. The treatments consisted of control (T0) and the addition of 5% (T1), 10% (T2), and 15% (T3) maggot meal, as well as 1% klanceng honey through drinking water in the starter phase. Maintenance was carried out from 1 day to 48 days of age. The parameters observed included feed consumption, PBB, FCR, SGR, egg-laying age, and mortality. Data were analyzed using ANOVA and Duncan's test (? = 5%). The results showed that the treatments significantly affected almost all parameters, except mortality. Treatment T3 gave the best results. It was concluded that klanceng honey and maggot meal were effective as functional feed to increase quail productivity. The results showed that administration in the P2 treatment significantly impacted quail productivity. The combination of klanceng honey and maggot meal was effective as a functional feed to improve the performance and efficiency of quail farming sustainably.
PENGARUH PEMBERIAN ONGGOK FERMENTASI TERHADAP KONDISI SALURAN PENCERNAAN ITIK PEKING FASE FINISHER UMUR 90 HARI: THE INFLUENCE OF THE ONGGOK FERMENTATION ON THE CONDITION OF THE DIGESTIVE TRACT OF DUCKS PEKINGESE FINISHER AGED 90 DAYS Inggita, Azzahra Astrid; Wulandari, Eudia Christina; Purwadi, Purwadi
Tropical Animal Science Vol. 7 No. 2 (2025): TROPICAL ANIMAL SCIENCE
Publisher : Universitas Boyolali

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36596/tas.v7i2.1896

Abstract

The study aims to determine the interaction between the provision of different fermented cassava pulp in the ration on the pH of the digestive tract. The materials used in the study were 100 DOD of Peking ducks. The materials used were concentrated from New Hope Indonesia, fine cassava pulp, tempeh yeast (Rhizopus sp), and water. The experimental design used was a Completely Randomized Design (CRD) using 3 treatments and 6 replications. Proximate Test Results of fermented cassava pulp: Water 72.00%, Ash 0.40%, LK 1.39%, SK 3.20% and PK 1.02%. The parameters observed were esophageal pH, crop pH, proventriculus pH, ventriculus pH, duodenal pH, jejunum pH, ileum pH, large intestine pH, and cecum pH. The research data were processed statistically with analysis of variance and if there was a significant effect (P<0.05) between treatments, Duncan's Test was carried out at the 5% level. The results showed that the provision of fermented cassava at different levels in the ration did not have a significant interaction (P>0.05) on the pH of the digestive tract. The study concluded that the provision of level T0 contained 19.1% crude protein, T1 contained 19.151% crude protein and T2 contained 19.202% crude protein. So T2 contains the highest crude protein between T0 and T1.
Web Information System for E-Sport Arena Community with OWASP-Based Cybersecurity Using XP Method Aufan, Afgha; Purwadi, Purwadi; Pritama, Argiyan Dwi
Journal of Information System and Informatics Vol 7 No 4 (2025): December
Publisher : Asosiasi Doktor Sistem Informasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63158/journalisi.v7i4.1344

Abstract

The rapid development of the e-sports ecosystem in Purwokerto has encouraged the emergence of digital communities such as the Esport Arena Community. However, the management of member data, event information, and merchandise transactions is still carried out manually through social media, resulting in inefficiency and limited-service reliability. This study aims to develop a web-based information system that integrates member management, jersey evolution documentation, and secure online merchandise transactions. The system was developed using the Extreme Programming (XP) method, which supports iterative development and continuous refinement. Security measures were implemented based on OWASP Top 10 recommendations, including prepared statements, input validation, CSRF protection, and Role-Based Access Control (RBAC). System evaluation using the System Usability Scale (SUS) produced a score of 88, categorized as Excellent, indicating high user satisfaction and strong usability performance. The results demonstrate that the system operates securely, reliably, and effectively improves operational efficiency for the Esport Arena Community.
ANALISIS KARAKTERISTIK SIFAT FISIK TANAH DI BUKIT LAMBOSIR TAMAN NASIONAL GUNUNG CIREMAI, KABUPATEN KUNINGAN, PROVINSI JAWA BARAT MOCH ADITYAWARDANA; Widjajani, Bakti Wisnu; Purwadi, Purwadi; Wijaya, Kemal
Agrika Vol. 19 No. 2 (2025): NOVEMBER 2025
Publisher : Badan Penerbitan Universitas Widyagama Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31328/ja.v19i2.7366

Abstract

Komponen penting dalam menjaga produktivitas tanaman, menjaga dan memastikan kualitas udara, dan mendukung aktivitas manusia adalah kualitas tanah. Tujuan dari penelitian ini ialah untuk mengetahui kondisi fisik tanah pada penggunaan lahan di Taman Nasional Gunung Ciremai Kabupaten Kuningan. Penelitian dilaksanakan di Bukit Lambosir, Taman Nasional Gunung Ciremai, Kecamatan Cilimus, Kabupaten Kuningan, Provinsi Jawa Barat. Analisis data dilakukan dengan mengolah semua parameter yang diperoleh di laboratorium dan lapangan. Hasil yang diperoleh ditabulasi dan dihitung secara matematis, dan digunakan uji F, analisis regresi, dan analisis korelasi. Hasil penelitian ini Hasil analisis menunjukkan bahwa sifat fisik tanah di lahan hutan alami, Bukit Lambosir lebih baik dibandingkan dengan lahan semak belukar. Hal ini terlihat dari nilai permeabilitas, porositas, kapasitas menahan air (WHC), berat isi, dan kandungan bahan organik yang lebih mendukung fungsi ekologis tanah. Di antara semua satuan lahan, lahan H2 memiliki kondisi terbaik, ditandai dengan WHC tertinggi (67%), berat isi terendah (1.23 g/cm³), porositas tinggi (53.5%), dan kandungan bahan organik tertinggi (12.86%).
Self-Regulation of Emotion in Students in Yogyakarta Indonesia: Gender Differences Alhadi, Said; Saputra, Wahyu Nanda Eka; Purwadi, Purwadi; Muyana, Siti; Supriyanto, Agus; Fatmawati, Dwi
Jurnal Kajian Bimbingan dan Konseling Vol. 4, No. 3
Publisher : citeus

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

Abstract

The purpose of this study was to identify whether there are differences in self-regulation of emotion skills of male and female students. This study is a comparative study with a sample of 796 students (452 males, 344 females). The sample selection is taken using simple random sampling technique. The instrument used is the scale of self-regulation of emotion. Data analysis used to identify differences in self-regulation of emotion skills of male and female students is independent samples test. The findings of the study indicate that there is a significant difference between the self-regulation of emotion skills of male and female students. This study recommends counseling service to improve self-regulation of emotion skills.
Procrastination Seen from Parents' Social Support and Self Efficacy of Students Nurahmawati, Yustintia Arofa; Muarifah, Alif; Purwadi, Purwadi
Psikostudia : Jurnal Psikologi Vol 11, No 1 (2022): Psikostudia : Jurnal Psikologi
Publisher : Program Studi Psikologi, Fakultas Ilmu Sosial dan Ilmu Politik, Universitas Mulawarman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30872/psikostudia.v11i1.6280

Abstract

Procrastination is carried out by students on the background of several things, such as difficulty making decisions so that students tend to follow decisions even though it is detrimental to themselves. In addition, there are also some students who feel worried and afraid of being wrong in completing assignments but are embarrassed to ask teachers and parents this results in an increase in the level of procrastination at MAN Magelang Regency seen when students are given assignments that are not completed, so they tend to see the results of friends' work. This study aims to empirically examine the relationship between parental social support and self-efficacy with procrastination in MAN students in Magelang Regency. This study uses quantitative methods. The number of subjects in this study amounted to 304 students, the sampling technique used was proportional stratified random. Collecting data using procrastination scale, parental social support scale, and self-efficacy scale. Analysis of the data used in this study using multiple linear regression analysis with assumption test. The results of testing the hypothesis together obtained an R value of 0.811 with a significance value of 0.000 (p <0.01), providing an effective contribution of 65.8%. These results indicate that the hypothesis is accepted that there is a significant relationship between parental social support and self-efficacy with procrastination. This means that the higher the parent's social support and self-efficacy, the higher the level of procrastination. Prokrastinasi dilakukan siswa dilatar belakangi beberapa hal seperti kesulitan mengambil keputusan sehingga siswa cenderung mengikuti keputusan teman meskipun hal tersebut merugikan dirinya sendiri. Selain itu juga terdapat beberapa siswa merasa khawatir dan takut salah dalam menyelesaikan tugas akan tetapi malu bertanya kepada guru maupun orangtua hal tersebut berakibat tingginya tingkat prokrastinasi di MAN Kabupaten Magelang terlihat pada saat siswa diberikan tugas tidak kunjung diselesaikan, sehingga siswa cenderung untuk melihat hasil pekerjaan teman. Penelitian ini bertujuan untuk menguji secara empirik hubungan antara dukungan sosial orangtua dan self efficacy dengan prokrastinasi pada siswa MAN di Kabupaten Magelang. Penelitian ini menggunakan metode kuantitatif. Jumlah subjek dalam penelitian ini berjumlah 304 siswa, teknik pengambilan sampel yang digunakan adalah proportionate stratified random. Pengumpulan data menggunakan skala prokrastinasi, skala dukungan sosial orangtua, dan skala self efficacy. Analisis data yang digunakan dalam penelitian ini menggunakan analisis regresi linier berganda dengan uji asumsi. Hasil uji hipotesis bersama-sama diperoleh nilai R sebesar sebesar 0,811 dengann nilai signifikansi 0,000 (p < 0,01), memberikan sumbangan efektif sebesar 65,8%. Hasil tersebut menunjukkan bahwa hipotesi diterima, yaitu terdapat hubungan yang signifikan antara dukungan sosial orangtua dan self efficacy dengan prokrastinasi. Artinya semakin tinggi dukungan sosial orangtua dan self efficacy mampu untuk menurunkan tingkat prokrastinasi.
Peran Guru Sebagai Educator Dalam Memberikan Pendidikan Seks di KB Mutiara Bangsa Yogyakarta Cahyanti, Putri; Purwadi, Purwadi; Suyono, Hadi
Literasi: Jurnal Ilmu Pendidikan Vol. 12 No. 2 (2021)
Publisher : Universitas Alma Ata

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21927/literasi.2021.12(2).77-84

Abstract

Peran guru sebagai educator yang kurang maksimal dalam memberikan pendidikan seks pada anak usia dini dapat mempengaruhi perkembangan kepribadian anak. Pendidikan seks merupakan upaya memberikan pengetahuan tentang perubahan biologis, psikologis, psikososial sebagai akibat pertumbuhan dan perkembangan manusia, khususnya pada anak usia dini. Penelitian ini bertujuan untuk mengetahui peran guru sebagai educator dalam memberikan pendidikan seks pada anak usia dini di KB Mutiara Bangsa Yogyakarta.Penelitian ini menggunakan metode kualitatif dengan teknik purposive sampling yang berfokus pada peran guru sebagai educator dalam memberikan pendidikan seks pada anak usia dini di sekolah. Pengumpulan data melalui observasi, wawancara, dan dokumentasi dengan menggunakan analisis model Milles and Huberman. Hasil penelitian yaitu: 1) Mengembangkan kepribadian. Guru belum sepenuhnya dapat menanamkan karakter atau kepribadian yang kuat bagi anak dalam pemahaman seks di kesehariannya. 2) Membimbing. Guru dalam memberikan pembelajaran hanya mengacu pada modul atau booklet. 3) Membina budi pekerti. Cara guru dan pihak sekolah dalam merespon permasalahan yang dialami anak sudah melibatkan orangtua selaku wali murid. 4) Memberikan pengarahan. Masih minimnya pemahaman dan informasi pada guru dalam hal pendidikan seks untuk anak usia dini.Kata kunci: Peran guru, Pendidikan seks anak usia dini
Pengaruh Lama Pengadukan Pada Penambahan Serbuk Kulit Buah Rambutan (Nephelium lappaceum L.) Terhadap Penurunan Bilangan Asam Dan Bilangan Peroksida Pada Minyak Jelantah Nuraini, Sri; Purwadi, Purwadi; Putri, Reni Anggita
Jurnal Analis Kesehatan Vol. 7 No. 2 (2018): JURNAL ANALIS KESEHATAN
Publisher : Department of Health Analyst, Politeknik Kesehatan, Kementerian Kesehatan Tanjungkarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (198.704 KB) | DOI: 10.26630/jak.v7i2.1203

Abstract

Mutu minyak goreng ditentukan oleh titik asapnya. Kerusakan minyak yang utama yaitu timbulnya bau dan rasa tengik yang disebut proses ketengikan. Hal ini disebabkan oleh otooksidasi radikal asam lemak tidak jenuh dalam lemak.Otooksidasi dimulai dengan pembentukan radikal-radikal bebas yang disebabkan oleh faktor-faktor yang dapat mempercepat reaksi seperti cahaya, panas, peroksida lemak, atau hidroperoksida, dan logam-logam berat. Kerusakan minyak goreng dapat dilihat dengan memeriksa kadar bilangan asam dan bilangan peroksida pada minyak tersebut. Antioksidan merupakan senyawa yang dapat menghambat reaksi oksidasi, dengan mengikat radikal bebas.Kulit buah rambutan mengandung senyawa antioksidan seperti flavonoida. Penelitian ini bertujuan untuk mengetahui pengaruh lama pengadukan pada penambahan serbuk kulit buah rambutan terhadap penurunan kadar bilangan asam dan bilangan peroksida pada minyak goreng jelantah. Data hasil uji univariat menunjukkan bahwa setelah dilakukan penambahan serbuk kulit buah rambutan dengan variasi lama pengadukan dapat menurunkan bilangan asam dan bilangan peroksida.Data hasil uji bivariat yang dianalisis menggunakan uji Oneway Anova dengan menunjukkan nilai signifikan untuk bilangan asam dan bilangan peroksida yaitu 0,000. Hasil tersebut menunjukan bahwa hasil uji kurang dari nilai α yaitu 0,05, maka dapat disimpulkan bahwa ada pengaruh lama pengadukan pada penambahan serbuk kulit buah rambutan terhadap penurunan bilangan asam dan bilangan peroksida pada minyak jelantah.
Comparative Analysis of Random Forest, Logistic Regression and SVM for Stunting Prediction Using Anthropometric Data Widyawati, Shalsa Bela Dwi; Purwadi, Purwadi; Yunita, Ika Romadoni
Journal of Information System and Informatics Vol 7 No 4 (2025): December
Publisher : Asosiasi Doktor Sistem Informasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63158/journalisi.v7i4.1387

Abstract

Stunting remains a critical nutritional issue in Indonesia, significantly impacting the physical and cognitive development of children under five. Prompt and accurate detection of nutritional status is essential for early intervention. This study aims to predict toddlers' nutritional health using the Random Forest algorithm, based on age and height data. From an initial dataset of 120,998 anthropometric records, preprocessing steps—such as duplicate removal and nutritional status recategorization—resulted in a final dataset of 39,425 entries. The research methodology includes data collection, preprocessing, exploratory analysis, model training, handling class imbalance, and performance evaluation using accuracy, precision, recall, and F1-score. The study also compares the Random Forest model with Logistic Regression and Support Vector Machine (SVM). Results show that Random Forest outperforms the other models, achieving perfect classification metrics: Accuracy (1.00), Recall (1.00), F1-Score (1.00), and Cross-validation Accuracy (99.74%). These outcomes highlight Random Forest's robustness in classifying under-five nutrition data, making it an effective tool for rapid and reliable stunting risk detection. This research supports efforts to reduce Indonesia's stunting rate to below 20% by 2024, contributing to national health improvement strategies through technology-driven early diagnosis.
Co-Authors A, Argananta Sakha Abda Abda Abdurrahman, Zakaria Husein Adang Sutisna Adhi Pertiwi, Asih Adi Suhendra, Adi Adnan, Achmad Afendy Widayat Agung Prasetyo Agus Suharno Agus Supriyanto Agus wiyanto Akhadiyah Afrila Alfan Muttaqin, Alfan Alhafiz, Afdal Alif Muarifah Aliyah, Hasna Nisa Salma Ameliah, Melsi Amien Wahyudi Amin, Yuliana Fitri Amir, Muhammad Taufiq Ardiansyah Andari, Tania Andhika, Yosua Angelia, Annisa Anindita, Wiwid Dyah Anita Chandra Dewi Sagala, Anita Chandra Dewi Anugerah Yuka Asmara Anwar Sutoyo Arief Wibowo Arif Budi Prasetya Arios, Junior Kevin Aris Budi Prasetyo Arisyanto, Prasena Arujisaputra, Erwin Teguh Arvita Rahmawati Aswindra, Jordy Stephano Aufan, Afgha Azanda, Siti Hanifa Azizah Azizah Bagoes Hendrawan, Juve Baharudin, Rismayada Bahran Taib Bakti Wisnu Widjajani Banafif, Ahmad Syakur Barsei, Adhityo Nugraha Bayu Cahyono Berlilana Berlilana Bu'u'lolo, Lusi Mei Budi, Guntur Setyo Budiarti, Menik Cahyanti, Putri Caisar Darma, Dio Catur Setiya Sulistiyana Darma, Dio Datau, Sjahriani Dauni, Popon Dedes Amertaningtyas Deni Suprihadi Devitasari , Bella Dewi, Tyass Puspita Dicky Nofriansyah Dinaseviani, Anggini Djalal Rosyidi Donny Anhar Fahmi Dwi Fatmawati, Dwi Dwi Prasetiyawati D.H. Dwiridhotjahjono, Jojo Dwiyanti, Maftuah Agus Ekawati Danial Elsanadia, Oktolita Endang Lastinawati, Endang Eudia Christina Wulandari Fahrani, Novi Savarianti Faisal Sunarto, Faisal Faizin, Wahid Nur Fani Ardiani Faradiba, Nadya Farikha, Aniq Fauziah, Mufied Fazira, Siti Nur Firmahandari, Nabila Firman Jaya Firmansyah, Erick Fuadil Aliya, Khairul Githa Noviana Gribaldi Gribaldi Gultom, Dotcus Gusti Noorlitaria Achmad Hadi Suyono Hadisaputra, Tomo Hadisaputra, Tomo Halomoan, Yosua Andhika Haninah, Mudi Hardi Prasetiawan, Hardi Harefa, Herman Yaarozatulo Hariono, Desrian Hariyadi, Farah Hariyanti, Dwi Prasetiyawati Diyah Harmudin, Gerut Haryadi, Tri Hassan Faiz Hendri Hendri Heni Haryani Herdiansyah, Diki Herlambang, Purnomo Hertasning, Bram Hidayah, Adam Hidayah, Debby Ummul Hidayat, Bachtari Alam Huda, Surya Aditya Nuril Husain, Adam Husnul Hadi Husnul Khotimah Rustam Ibnu Fatkhu Royana Idum Satia Santi Ihsan, Moch. Nur Imam Radianto Anwar Setia Putra, Imam Radianto Anwar Setia Imam Santoso Imam Tahyudin Imam Thohari Indarti, Dian Martha Inggita, Azzahra Astrid Ini, Dwi Anggra Intan Rahmawati Intan Shaferi, Intan Irman Hariman Irvan Budhi Handaka, Irvan Budhi IRWANSYAH Irwansyah Irwansyah Ishafit Ishafit Iskoko, Angga Ismatul Khasanah Iswan, Mochammad Jayanthi, Ria Jayawarsa, A.A. Ketut Jentot Tugiyono kamil erwansyah Kristiyawan, Andi Kurniansyah, Dwi Kurniawan, E. Dody Kusnasari, Sri Kusumaningsih, Karti Rahayu Kusumawardhani, Dhian Lasepta, Esterina Latifah, Diva Nuri Lestari, Putri Vidia Lestari, Windi Leydi Silvana, Leydi Lilik Eka Radiati Lumban Gaol, Nur Yanti Lutfi Fitriano, Lutfi M S Rifki, M S M. Kristanto Maharani, Desvita Putri Mahdi, Muhammad Alwan Mardiyanto Mardiyanto Mariami, Ita Maroeto Maroeto Martiyanti, Dwi Mas?ut, Bilal lutfi Mas’ut, Bilal lutfi Masbiran, Vivi Ukhwatul Maystang, Jeffry Meddy, Delfindo Putra Mei Fita Asri Untari Mendrofa, Nathanael Dean Putra Mila Karmila MOCH ADITYAWARDANA Moch. Arifin Monica, Santa Muchlis Dwi Prasetiyo, Muchlis Dwi Mudzanatun Mudzanatun Muh. Isna Nurdin Wibisana MUHAMMAD ABDUL GHOFUR Muhammad Indika Fathiras Azhami, Muhammad Indika Fathiras Azhami Muhammad Rohmadi Muhammad Wasil Muhliawati, Yeni Mulawarman Mulawarman Muliasari Pinilih, Muliasari mungin eddy wibowo, mungin eddy Muyana, Siti Nabila, Hurin Nailussa'adah, Fina Nana Suryana Nefvian, Moh Edo Nila Kusumaningtyas, Nila Nina Widyawati, Nina Novianti Indah Putri Nugraha, Amalia Nugroho, Agung Nugroho, Arif Djoko Nugrono, Sigit Dwi Nurahmawati, Yustintia Arofa Nurdianto, Mohammad Nurdin, Ade Akhyar Nurhidayat, Ardi Nurhuda Firmansyah Nurjanah, Danik Nurlaili Nurlaili Nurlita Hendiani Nursyahbani, Coryza NURUL HIDAYAH Octaviani Tinarda, Dinda Oktaviani, Feny Oscar Hadikaryana Pandu Kresnapati, Pandu Pandu W, Muhammad Arfianto Pane, Usti Fatimah Sari Sitorus Perdana, Stevand Putra Perlita, Sabrina Permana, Budi Pradana, Aditya Wisnu Prameswari, Anindya Hayu Pranasari, Melati Ayuning Pranita, Dormi Prasena Arisyanto Prasetyo, Aris Budi Prastowo, Galang Pratama, Meylano Novi Pratiwi, Andini Prawesti, Yuniar Priani, Pri Okta Priomojo, Moch Tirta Ageng Bambang Pritama, Argiyan Dwi Priyadarshini, Rossyda Purba, Rafilayani Purnomo Edi Sasongko Pusvita, Ema Putri Ayu Ogari, Putri Ayu Putri, Peggy Rahmawati Putri, Piranti Herdaning Putri, Reni Anggita Putriyani, Marsella R.Lisye Herlina Rachmadi, Bayu Dwi Rahmat Hidayat Rajagukguk, Santo Paulus Ramadhan, Agus Ramadhan, Arif Ramadhan, Puji Sari Ramdan Hidayat Ranali, Jabir Imron Rashif Hamzah, Hifzan Ratna Wahyu Pusari . . Reghita, Nabila Pramesthi Salma Reza Nugraha, Reza Riadi, Sukisno Selamet Rian Andriani, Rian Rifki, M. S. Rindiyani, Syafira Riris Setyo Sundari Riyanti, Desi Rofingi, Mutiara Rohmah, Umdah Aulia ROHMAN, FATKUR Romadhoni, Iskhak Rosidah Rosidah Rosmawati, Henny RUBYATUN, RIZA Rudiyono, Denny Rujianto Eko Saputro Sa'diyah, Ummi Nur Halimatus Sabtohadi, Joko Safira, Evi Maya Said Alhadi, Said Sain, Juwita Anggraini Sakalena, Firnawati Salwa, Ananda Lydia Putri Santoso, Handri Saputra, Doris Saputra, Rahmat Ponco Adi Sari, Dewiarum Sari, Norma Ika Sari, Risda Novita Sassan Mangopo, Rizna Ketty Sastya, Yessy Sejati, Maulita Nur Selviana Lestari, Sri Septianita, Septianita Setini, Made Setiowiji Handoyo Setyawan Widyarto Setyawan, Danang Aji Setyowati, Aprilia Simandjorang, Bonataon Maruli Timothy Vincent Siti Asmaul Mustaniroh Situmorang, Nina Zulida Siwi Istiana Dinarti, Siwi Istiana Sobirin Sobirin Sodiq, Fery Ahmad Soekamto, Muhammad Bagus Bima Sri Harti Widyastuti Sri Nuraini, Sri Suci Emilia Fitri Sugeng Wahyudiono, Sugeng Suhardi Suhardi Suharsimi Arikunto Suhartati, Tatik Suharyanto Sulistiara, Dita Alya Sulistyawan, Catur sumardin, sumardin Suyono Suyono Syah, Robby Firman Syaharuddin Y, Syaharuddin Y Syaiful Arif Syaiful Bakhri Tanaya, Alexandra Neovita Taufik, Faisal Tini Apriani, Tini Tri Handoko Seto, Tri Handoko Tri Jalmo TRI JAMLO Triawan, Puas TUBAGUS HERLAMBANG, TUBAGUS Tukiran Surbakti Tukiyat Tukiyat, Tukiyat Utvi Hinda Zahnnisa Wahid Akbar Basudani Wahid Nashihuddin Wahyu Nanda Eka Saputra, Wahyu Nanda Eka Wanti Mindari Warkianto Widjaya Wibisana, Muh Isna Nurdin Widiyanto Widiyanto Widyantoro, Arief Widyawati, Shalsa Bela Dwi Wijaya, Kemal Wilantika, Rima Winata, Hendryan Wisma, Damai Surya Witra Apdhi Yohanitas Wiyanjana, Mahanani Ilham Denta Y, Syaharuddin Y Yakub, Suardi Yani Yani Yogi Saputra, Yogi Yudanto, Satyo Yuniar Wardani Yuniasih, Betti Yunita, Ika Romadoni zulfahmi, luthfi Zulkifli Ahmad Zulkifli Lubis