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All Journal AKSIOMA: Jurnal Program Studi Pendidikan Matematika Indonesian Journal of Artificial Intelligence and Data Mining JOURNAL OF SCIENCE AND SOCIAL RESEARCH JISIP: Jurnal Ilmu Sosial dan Pendidikan Atfaluna: Journal of Islamic Early Childhood Education International Journal for Educational and Vocational Studies JPMI (Jurnal Pembelajaran Matematika Inovatif) Jurnal Penelitian Pembelajaran Matematika Sekolah J-Kesmas: Jurnal Kesehatan Masyarakat (Indonesian Journal of Public Health) JURNAL PEMBELAJARAN DAN MATEMATIKA SIGMA (JPMS) Jurnal Vokasi INTEGRITAS : Jurnal Pengabdian Likhitaprajna: Jurnal Ilmiah Fakultas Keguruan Ilmu Pendidikan Universitas Wisnuwardhana Malang Jurnal Ilmiah Kanderang Tingang DIFFRACTION: Journal for Physics Education and Applied Physics Community Development Journal: Jurnal Pengabdian Masyarakat Indonesian Journal of Global Health research Asimetris: Pendidikan Matematika dan Sains Jurnal Mandala Pengabdian Masyarakat SCIENCE : Jurnal Inovasi Pendidikan Matematika dan IPA Jurnal Pengabdian Masyarakat Nusantara Formosa Journal of Science and Technology (FJST) Jurnal Pendidikan Matematika Malikussaleh Jurnal VNUS (Vocational Nursing Science) Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) The Journal of Nursing and Midwifery Sciences Electronic Journal of Education, Social Economics and Technology International Journal of Trends in Mathematics Education Research (IJTMER) Indonesian Journal of Education and Development Research Triwikrama: Jurnal Ilmu Sosial Jurnal Malikussaleh Mengabdi Indonesian Journal of Innovation Science and Knowledge SWARNA: Jurnal Pengabdian Kepada Masyarakat Jurnal Solusi Masyarakat Dikara Applied Information Technology and Computer Science (AICOMS) Diversity Guidance and Counseling Journal
Nuraina, Nuraina
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The Effect of Oxytocin Massage in the Active Phase of 1 Period On the Length of Labor Ernida, Yulia; Maritalia, Dewi; Rahmah, Siti; Nuraina, Nuraina
Jurnal Vocational Nursing Sciences (VNUS) Vol 6 No 2 (2024): JURNAL VNUS (Vocational Nursing Science)
Publisher : LPPM STIKes Muhammadiyah Ciamis

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52221/jvnus.v6i2.726

Abstract

Introduction: Prolonged labor is one of the causes of maternal and fetal death; in the mother there will be infection, dehydration, exhaustion, and postpartum hemorrhage, while in the fetus there will be infection, injury, and asphyxia. This is one of the causes of prolonged labor; in the labor process, inadequate conditions will trigger prolonged labor. Oxytocin massage during labor will produce good uterine contractions so that it can speed up the labor process. Objective: The aim of this study was to describe the effect of oxytocin massage during the active phase of the first stage of labor on the length of labor. Method: This study is an experimental study with a case control. The population is all inpartu mothers who gave birth at the Independent Midwife Practice Place (TPMB) located in Bireuen Regency. The sampling technique used purposive sampling with inclusion criteria: being in the active phase of stage I, accompanied by a husband or family during the labor process, willing to do oxytocin massage for at least 15 minutes in the active phase of stage I. The number of samples was 30, which were divided into 2 groups, namely: 15 respondents were given treatment in the form of oxytocin massage in the active phase of stage 1 by their husband or family for 15 minutes in the mother's left side sleeping position (experimental group) and 15 respondents as control cases (case control). Result: The results of the Independent Sample T-Test Sig. (2-tailed) statistical test were 0.000, which is <0.05, so it can be concluded that there is an effect of oxytocin massage in the active phase of the first stage on the length of labor. Conclusion: It is hoped that related parties such as health workers and families can increase the provision of oxytocin massage to mothers in labor so that it can speed up the labor process.
Kelayakan Lembar Kerja Peserta Didik Berintegrasi Kearifan Lokal Menggunakan Kooperatif Tipe STAD untuk Melatihkan Keterampilan Proses Sains Nuraina, Nuraina; Mastuang, Mastuang; Dewantara, Dewi
DIFFRACTION: Journal for Physics Education and Applied Physics Vol 6, No 1 (2024)
Publisher : Pendidikan Fisika, Fakultas Keguruan dan Ilmu Pendidikan, Universitas Siliwangi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37058/diffraction.v6i1.8582

Abstract

LKPD yang mengintegrasikan pendekatan pembelajaran dan kearifan lokal menjadi hal yang penting dalam pembelajaran abad 21. Penelitian ini bertujuan untuk mengetahui validitas dan kepraktisan LKPD berintegrasi kearifan lokal dengan pendekatan kooperatif tipe STAD untuk melatihkan keterampilan proses sains dan. Model penelitian dan pengembangan yang diterapkan adalah ADDIE dimana kelayakan pengembangan yang dilakukan berdasar kepada Validitas dan Kepraktisan produk yang dikembangkan pada materi gelombang cahaya dengan salah satu kearifan lokal “sanja kuning”. Berdasarkan hasil validasi dari ahli menunjukkan bahwa LKPD yang dikembangkan dinilai sangat baik dengan dengan nilai 3,7 dengan kriteria sangat baik dan reliabilitas dengan nilai 0,64 dengan kriteria tinggi. Dengan penerapan LKPD pada pembelajaran dinilai sangat baik berdasarkan keterlaksanaan RPP pada tiga pertemuan menggunakan LKPD yang dikembangkan, hal tersebut didukung dengan respons pengguna dengan rata-rata penilaian sebesar 77,8% dengan kriteria baik, bahwa LKPD yang dikembangkan dapat dinyatakan praktis. Sehingga LKPD berintegrasi kearifan lokal dengan menggunakan kooperatif tipe STAD dapat diterapkan dengan baik dalam pembelajaran dan dapat dilanjutkan pada uji keefektifannya dalam melatihkan keterampilan proses sains peserta didik
Big Data Analytics for Predicting Depression Risk in Generation Z: Integrating Self-Organizing Maps and Long Short-Term Memory Sinaga, Joy Nasten; Nuraina, Nuraina; Sinaga, Frans Mikael; Kelvin, Kelvin; Nurhayati, Nurhayati
Indonesian Journal of Artificial Intelligence and Data Mining Vol 8, No 3 (2025): November 2025
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v8i3.38011

Abstract

Mental health issues among Generation Z are rising, with depression being one of the most significant challenges. Leveraging the capabilities of big data analytics and artificial intelligence, this study proposes a hybrid method combining Self-Organizing Maps (SOM) and Long Short-Term Memory (LSTM) networks to predict depression risk based on behavioral data. The SOM algorithm is utilized for clustering high-dimensional input data to uncover hidden patterns, while the LSTM network is employed to capture sequential dependencies over time. Data were collected from various digital platforms, processed, and analyzed to train and validate the proposed model. Results show that the SOM-LSTM framework significantly improves the accuracy and reliability of early depression risk detection compared to conventional models. This study contributes a scalable and adaptable model for mental health prediction that can assist in timely interventions for Generation Z
HUBUNGAN FAKTOR RISIKO PERDARAHAN TERHADAP HASIL PENGUKURAN KADAR HEMOGLOBIN IBU HAMIL TRIMESTER II & III DI JAKARTA TIMUR Handayani, Handayani; Manurung, Sondang; Nuraina, Nuraina
Journal of Nursing and Midwifery Sciences Vol. 4 No. 1 (2025): April 2025
Publisher : Faculty of Nursing and Midwifery, Binawan University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54771/9v8zcp66

Abstract

Kehamilan menimbulkan risiko komplikasi yang dapat menyebabkan kematian ibu. Banyak faktor yang dapat menyebabkan perdarahan, maka perlu dilakukan penelitian lebih mendalam tentang faktor risiko perdarahan terhadap hasil pengukuran kadar hemoglobin pada ibu trimester II & III. Tujuan penelitian mengetahui hubungan faktor risiko perdarahan terhadap hasil pengukuran kadar hemoglobin pada ibu hamil trimester II & III. Metode penelitian kuantitatif desain deskriptif analitik dengan pendekatan cross sectional kasus kontrol. Populasi penelitian ini berjumlah 110 ibu hamil trimester II & III dengan sampel 55 ibu hamil dengan kadar hb menurun dan 55 ibu hamil dengan kadar hb normal. Teknik pengambilan sampel menggunakan purposive sampling. Analisa data univariat dan bivariat menggunakan Chi-Square. Hasil penelitian ini menunjukkan adanya hubungan yang bermakna pada variabel faktor perdarahan yakni usia, jarak kehamilan, gravida, status gizi, riwayat bedah caesar, riwayat kuretase, riwayat perdarahan yang lalu dengan hasil pengukuran kadar hemoglobin pada ibu hamil. Kesimpulan penelitian terdapat hubungan antara usia, jarak kehamila, gravida, status gizi, riwayat bedah caesar, riwayat kuretase, dan riwayat perdarahan yang lalu hasil kadar hemoglobin pada ibu hamil trimester II & III.
Penyusunan Instrumen Tes Bagi Guru Matematika Berbasis Problem Solving dan Literasi Numerasi Rohantizani, Rohantizani; Nuraina, Nuraina; Jumadi, Jumadi; Fadhilah, Nur; Nurjannah, Nurjannah
Jurnal Pengabdian Masyarakat Nusantara (JPMN) Vol. 5 No. 2 (2025): Agustus 2025 - Januari 2026
Publisher : Lembaga Otonom Lembaga Informasi dan Riset Indonesia (KITA INFO dan RISET)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/jpmn.v5i2.5689

Abstract

This community service activity was motivated by the limited competence of high school mathematics teachers in developing test instruments as a strategy for mathematics learning based on problem solving and numerical literacy. In addition, teachers’ creativity in designing learning tools—particularly test instruments aligned with teaching modules and student worksheets (LKPD) based on problem solving and numerical literacy—remains low. Therefore, this training program was designed to enhance teachers’ competence and creativity in developing test instruments as part of effective learning strategies, especially those integrated with problem solving and numerical literacy-oriented teaching modules and LKPD. The methods employed in this program include lectures, interactive discussions, and hands-on training. The lecture method was used to deliver theoretical concepts related to test instruments that align with problem solving and numerical literacy-based modules and LKPD. The training method involved participants directly in the process of designing and developing learning strategies. Meanwhile, the dialogic method was implemented to address challenges encountered by participants during the training sessions. The target participants of this program were high school mathematics teachers in North Aceh. The training provided significant benefits, particularly in improving teachers’ competence and creativity in developing effective mathematics learning tools.
Pengaruh Model Pembelajaran Auditory Intellectually Repetition Berbantuan Wordwall Terhadap Kemampuan Berpikir Kritis Matematis Siswa Ilyani, Anis; Nuraina, Nuraina; Qausar, Haves
Jurnal Ilmiah Kanderang Tingang Vol 16 No 2 (2025): Jurnal Ilmiah Kanderang Tingang
Publisher : FKIP Universitas Palangka Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37304/jikt.v16i2.411

Abstract

Students' critical thinking skills in mathematics are still relatively underdeveloped. This is because students tend to view problems from only one perspective, making them less able to evaluate and choose effective solutions. Therefore, innovative and diverse learning models are needed to develop this ability, one of which is the Auditory Intellectually Repetition (AIR) learning model. This study aims to determine the effect of using the AIR learning model with the help of word walls on students' mathematical critical thinking skills. This study is a quasi-experimental study with an unequal posttest-only control group design. The study population consisted of eighth-grade students at the UPTD of SMP Negeri 2 Gandapura. A saturated sampling technique was used, with class VIII-B as the experimental group and class VIII-A as the control group. Data were collected using a post-test to measure mathematical critical thinking skills. Data were analyzed using an independent sample t-test with the help of SPSS version 25 software, with a significance level set at 5%. The results of the analysis showed that the significance value (Sig. 2-tailed) was 0.028 < 0.05. Therefore, it can be concluded that the AIR learning model, which is supported by wordwall, has an influence on students' critical mathematical thinking skills in mathematics learning.
DEVELOPMENT OF AN RME-BASED GAME WITH LOCAL WISDOM CONTENT AND DEEP LEARNING STRATEGIES FOR MATHEMATICS LEARNING Hayati, Rahmi; Syahputra, Edi; Surya, Edy; Nuraina, Nuraina; Rohantizani, Rohantizani
AKSIOMA: Jurnal Program Studi Pendidikan Matematika Vol 14, No 4 (2025)
Publisher : UNIVERSITAS MUHAMMADIYAH METRO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/ajpm.v14i4.14372

Abstract

AbstractThe main problem in elementary school mathematics learning is the low student motivation and learning outcomes caused by conventional approaches that tend to be abstract and lack connections to real-life contexts. This study aims to develop an educational game based on Realistic Mathematics Education (RME) with the integration of Acehnese local wisdom to improve students’ motivation and learning outcomes. The research employed a modified Research and Development (R&D) model of Borg & Gall, which consisted of needs analysis, design, expert validation, limited trial, revision, main field trial, and final revision. The research subjects included 30 fifth-grade students in the limited trial stage and 90 students from three different elementary schools in the main field trial, using a quasi-experimental design with a pretest-posttest control group. The instruments used were student response questionnaires, expert validation sheets, and achievement tests. Expert validation results indicated that the product was in the “highly valid” category. The limited trial showed that 90% of students considered the game easy to use and 85% felt more motivated, with learning achievement increasing from an average pretest score of 62 to 78 in the posttest; a paired-sample t-test yielded t(29) = 5.84, p < 0.001. The main field trial demonstrated a significant improvement, where the experimental class increased from an average score of 61 to 84, while the control class only increased from 63 to 72; the ANOVA results showed F(1,88) = 12.35, p < 0.01 with an effect size of 0.82 (large category). It is concluded that the RME-based educational game with Acehnese local wisdom is effective in enhancing students’ motivation and learning outcomes, and it has the potential to be further developed by adding adaptive and interactive features to strengthen student engagement.Keywords: Deep Learning; Game; Local Wisdom; RME Abstrak Permasalahan utama dalam pembelajaran matematika di sekolah dasar adalah rendahnya motivasi dan hasil belajar siswa akibat pendekatan konvensional yang cenderung abstrak serta minim keterkaitan dengan konteks nyata kehidupan sehari-hari. Penelitian ini bertujuan mengembangkan game edukatif berbasis Realistic Mathematics Education (RME) dengan integrasi kearifan lokal Aceh untuk meningkatkan motivasi dan hasil belajar siswa. Metode penelitian menggunakan Research and Development (R&D) model Borg & Gall yang dimodifikasi, melalui tahapan analisis kebutuhan, perancangan, validasi ahli, uji coba terbatas, revisi, uji coba lapangan utama, hingga revisi akhir. Subjek penelitian melibatkan 30 siswa kelas V SD pada tahap uji terbatas dan 90 siswa dari tiga sekolah dasar berbeda pada tahap uji lapangan dengan desain quasi-experiment menggunakan pretest-posttest control group design. Instrumen yang digunakan meliputi angket respon siswa, lembar validasi ahli, serta tes hasil belajar. Hasil validasi ahli menyatakan produk berada pada kategori sangat valid. Uji terbatas menunjukkan 90% siswa menilai game mudah digunakan dan 85% merasa lebih termotivasi, dengan peningkatan hasil belajar dari skor rata-rata pretest 62 menjadi 78 pada posttest; analisis uji t berpasangan menghasilkan t(29)=5,84, p<0,001. Uji lapangan menunjukkan peningkatan signifikan, di mana kelas eksperimen meningkat dari skor rata-rata 61 menjadi 84, sedangkan kelas kontrol hanya meningkat dari 63 menjadi 72; hasil ANOVA F(1,88)=12,35, p<0,01 dengan effect size 0,82 (kategori besar). Disimpulkan bahwa game edukatif berbasis RME dengan kearifan lokal Aceh efektif meningkatkan motivasi dan hasil belajar siswa, serta berpotensi dikembangkan lebih lanjut dengan penambahan fitur adaptif dan interaktif untuk memperkuat keterlibatan siswa.Kata kunci: Deep Learning; Game; Kearifan Lokal; RME 
PREDIKSI POLUSI UDARA BERDASARKAN TINGKAT CURAH HUJAN MENGGUNAKAN MODEL LSTM, BILSTM DAN PROPHET Nuraina, Nuraina; Panjaitan, Erwin Setiawan; Nurjanah, Sofiana
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol 8, No 4 (2025): November 2025
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/jssr.v8i4.5764

Abstract

Abstract: The city of Jakarta, as the center of Indonesia's economic life and growth, continues to experience an astonishing population surge, reaching 11,248,839 people by 2024. However, this growth is inseparable from negative consequences, such as increased activity and modernization, which significantly affect air quality. Air pollution, as a direct impact of these changes, has exceeded national air quality standards, endangering human, animal, and plant health. Understanding the relationship between air pollution and weather conditions is crucial in determining future control measures. In this study, we used the LSTM, BiLSTM, and Prophet models on air pollution data. The results show that the single BiLSTM model and the BiLSTM-Prophet hybrid model provide the best performance, with accuracy levels reaching 99.32% and 99.31%, respectively. These findings provide a solid basis for forecasting and controlling potential future air pollution levels, as well as identifying key factors contributing to air quality in the capital city. . Keyword: Air Pollution, LSTM, BiLSTM, Prophet, Rainfall Abstrak: Kota Jakarta, sebagai pusat kehidupan dan pertumbuhan ekonomi Indonesia, terus mengalami lonjakan penduduk yang menakjubkan, mencapai 11.248.839 orang pada tahun 2024. Namun, pertumbuhan ini tidak terlepas dari konsekuensi negatif, seperti peningkatan aktivitas dan modernisasi, yang secara signifikan mempengaruhi kualitas udara. Polusi udara, sebagai dampak langsung dari perubahan ini, telah melampaui standar kualitas udara nasional, membahayakan kesehatan manusia, hewan, dan tumbuhan. Memahami hubungan antara polusi udara dan kondisi cuaca sangat penting dalam menentukan langkah-langkah pengendalian di masa depan. Dalam penelitian ini, kami menggunakan model LSTM, BiLSTM, dan Prophet pada data polusi udara. Hasil penelitian menunjukkan bahwa model tunggal BiLSTM dan model hybrid BiLSTM-Prophet memberikan kinerja terbaik, dengan tingkat akurasi masing-masing mencapai 99,32% dan 99,31%. Temuan ini memberikan dasar yang kuat untuk memperkirakan dan mengendalikan potensi tingkat polusi udara di masa depan, serta mengidentifikasi faktor-faktor kunci yang berkontribusi terhadap kualitas udara di ibu kota. Kata kunci: Polusi udara, LSTM, BiLSTM, Prophet, Curah hujan
Pengaruh Model Pembelajaran Auditory Intellectually Repetition Berbantuan Wordwall Terhadap Kemampuan Berpikir Kritis Matematis Siswa Anis, Ilyani; Nuraina, Nuraina; Qausar, Haves
Jurnal Ilmiah Kanderang Tingang Vol 17 No 01 (2026): Jurnal Ilmiah Kanderang Tingang
Publisher : FKIP Universitas Palangka Raya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37304/jikt.v17i01.409

Abstract

Students’ critical thinking skills in mathematics remain relatively underdeveloped. This is due to their tendency to approach problems from only one perspective, which limits their ability to evaluate and select effective solutions. Therefore, innovative and varied learning models are needed to foster these skills, one of which is the Auditory Intellectually Repetition (AIR) learning model. This study aims to determine the effect of the AIR learning model assisted by Wordwall on students’ mathematical critical thinking skills. The research employed a quasi-experimental design with a nonequivalent posttest-only control group. The population consisted of eighth-grade students at UPTD SMP Negeri 2 Gandapura. Saturated sampling was used, with class VIII-B assigned as the experimental group and class VIII-A as the control group. Data were collected through a post-test to measure students’ mathematical critical thinking skills and were analyzed using an independent samples t-test with the aid of SPSS version 25, at a 5% significance level. The results showed a significance value (Sig. 2-tailed) of 0.028 < 0.05. Therefore, it can be concluded that the AIR learning model supported by Wordwall has a significant effect on students’ mathematical critical thinking skills in mathematics learning.
Co-Authors Agustin, Meri Aklimawati Aklimawati, Aklimawati Al Fadhilah, Shafira Almakarim, Muhammad Fauzan Alvina, Sirry Andari, Lala Anil Husna, Jaza Anis, Ilyani Asyari, Annisa Awaliyah, Saiyah Ayu Purnamawati, Santi Dalimunthe, Raudah Zaimah Dalimunthe Dewi Dewantara, Dewi Dewi Maritalia Djajaningrat, Panglima Edi Syahputra Edy Surya Elvi, Fitria Eri Saputra Ernida, Yulia Evi Damayanti, Evi Fahriza, Mela Fajriana, Fajriana Fakhrah Fakhrah, Fakhrah Faradhillah, Faradhillah Febrianti, Fadila Fitri Ayu Ningtiyas, Fitri Ayu Haryono, Wasis Haves Qausar Hayati, Rahmi Hayatun Nufus Herizal Herizal Hidayatsyah Hidayatsyah Ikawati, Any Ilyani, Anis Imanda, Riska Iqbal, Khoirul Iqbal Isfayani, Erna Isjoni Isjoni Izza, Dzaky Fahiqul Joy Nasten Sinaga Jumadi Jumadi Kelvin Kelvin Khairunnisa, Ratu Makhdah Kinanti, Wandira Krisna Rendi Awalludin Liananiar, Liananiar Listiana, Yeni Malia, Anna Manurung, Fatimah Marhami, Marhami Marli, Nofrita Mastuang Mastuang Muhammad Dalimunthe Muhammad Luthfi Muliana, Muliana Muliana, Muliana Muliana, Sadriaton Mulianti, Deni Mursalin . Muslih Fathurrahman Mutia Fonna Mutia, Cut Winni nanang nanang Nazirah, Filzah Novia Novia Nur Elisyah Nur Fadhilah Nurhayati Nurhayati Nurjanah, Sofiana Nurjannah Nurjannah Nurul Afni Sinaga Octavia, Richa Oktaviani, Vera Pane, Nurul Hajizah Panjaitan, Erwin Setiawan Pasaribu, Jaza Anil Husna Perani Rosyani Purnamawati, Santi Ayu R, Rohantizani Rahayu, Zahara Rahmatillah, Rahmatillah Rahmi Hayati Rahmi, Ainun Ramadhana, Syafirly Ramadhani, Ayu Indah Ratna Unaida, Ratna Raudhati, Sri Rifaatul Mahmuzah Rohantizani, Rohantizani Ronapadua Musyirna Rahmah Nasution Sahara dan Emma Susanti Sabrina, Dea Naura Sarah, Kamai Sari, Dwhy Dinda Sinaga, Frans Mikael Siraj Siraj SITI MARYAM Sondang Manurung Sopiyan Apandi SP, Novianti Helena Suhaila, Rizka Suryani Hawa, Muzaifa Syamsul Bahri Syaputri, Rezy Tambunan, Herrywati tina, agustina wulandari berutu Tina, Pisah Utari, Khaliza Winarto, Bambang WIWI, YENITA Wulan, Nimas Wulandari Wulandari Yasmin, Aina Yuliantoro, Yuliantoro Yundari, Yundari Yusra, Yusra Yuswita, Yuswita z, rohantizani Zulfajri, Zulfajri