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Part C: Health Sciences Prosiding University Research Colloquium Jurnal Pengabdian Masyarakat Medika Bulletin of Applied Mathematics and Mathematics Education Prosiding Konferensi Nasional Penelitian Matematika dan Pembelajarannya Eduvest - Journal of Universal Studies Innovative: Journal Of Social Science Research MAJAPAHIT POLICY Jurnal Pelita Manajemen Jurnal Lentera Pengabdian Revenue: Lentera Bisnis Manajemen Ar-Rusyd: Jurnal Pendidikan Agama Islam Karimah Tauhid Jurnal Berita Ilmu Keperawatan Proceeding International Pelita Bangsa JUKEJ: Jurnal Kesehatan Jompa Neraca Manajemen, Akuntansi, dan Ekonomi Medic Nutricia : Jurnal Ilmu Kesehatan Jurnal Healthy Mandala Waluya Jurnal Inovasi Pembelajaran Matematika Tuladha : Jurnal Pendidikan Dasar Dedikasi : Jurnal Pengabdian Lentera Review: Journal of Multidisciplinary in Social Sciences Journal of Management, Economic, and Financial EBAMUKAI; JURNAL PENGABDIAN ILMU PENGETAHUAN DAN TEKNOLOGI Majalah Pengabdian Indonesia Journal of Community Services and Engagement: Voice of Community (VOC) Science: Indonesian Journal of Science Jurnal Ilmu Manajemen Dan Pendidikan Multidisciplinary Indonesian Center Journal Cahaya Pengabdian Malahayati International Journal of Nursing and Health Science Jurnal Ilmu Kesehatan TANJAK : Jurnal Pengabdian Kepada Masyarakat Jurnal Indonesia Mengabdi Journal on Mathematics Education Didacticofrancia: Journal Didactique du FLE Jurnal Pendidikan Guru Profesional Jurnal Pendidikan Islam Al Ikhlas Annales Bogorienses Academia Open
Dwi Astuti
Universitas Muria Kudus
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Implementation of the LSTM Deep Learning Model for Water Quality Parameter Prediction febriani, yeza; astuti, dwi; Putra, Yusuf Wahyu Setiya; Handayani, Riska Dwi; Fatkhurrohman; Kapti
TRANSFORMASI Vol. 22 No. 1 (2026): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/t21qyp02

Abstract

Efficient water quality prediction is crucial amid the threat of increasing pollution. Conventional methods have limitations in terms of cost, time, and coverage, requiring an innovative approach based on artificial intelligence. This study aims to classify drinking water suitability using Long Short-Term Memory (LSTM) architecture, which is known to be effective for sequential data. The research method includes data collection from Kaggle, data pre-processing such as normalization and missing value handling, and data division into 80% for training and 20% for testing. The proposed LSTM model was evaluated using accuracy, precision, recall, and F1-Score metrics. The results show that the LSTM model is capable of achieving an overall accuracy of 95.47%, with a precision of 0.9511 and a recall of 0.9547. Although there are some False Positive classification errors (predicting water as unfit when it is actually fit), the overall performance of the model is excellent and reliable for this classification task. The conclusion of this study is that the LSTM model can be an effective and accurate solution for predicting water quality, supporting early detection and real-time pollution control efforts.
The Relationship Between Risk-Taking Behavior Viewed From The Impulsivity And Mental Toughness Of Mountain Climbers Mifrohul A'la; Rr Dwi Astuti
Edusoshum : Journal of Islamic Education and Social Humanities Vol. 6 No. 2 (2026)
Publisher : Ikatan Cendikiawan Ilmu Pendidikan Islam (ICIPI)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52366/edusoshum.v6i2.391

Abstract

Mountain climbing is a high-risk activity that demands good decision-making skills, self-regulation, and psychological readiness. The research uses a quantitative approach with a correlational method. The sampling technique used purposive sampling with the criteria that respondents are 18 years old and above and have a hobby of mountain climbing. The minimum sample size for the study was set at 68 participants based on G Power analysis. Data collection was conducted using a validated Likert scale, and data analysis was performed using two-predictor regression and product-moment correlation with the help of SPSS 27.0 for Windows. The research results show a very significant relationship between impulsivity and mental toughness with risk-taking behavior, with an R value of 0.792, an F value of 79.156, and a significance of 0.000 (p<0.01), as well as an effective contribution of 62.7%. Partially, impulsivity has a very significant positive relationship with risk-taking behavior with an R value of 0.776 and an effective contribution of 60.2%. Meanwhile, mental toughness has a very significant negative relationship with risk-taking behavior with an R value of -0.710 and an effective contribution of 50.4%. These findings indicate that the higher the impulsivity, the higher the risk-taking behavior, while the higher the mental toughness, the lower the tendency for risk-taking behavior.
Peningkatan Kesadaran Budaya K3 Siswa Teknik Alat Berat SMK Duta Bangsa Kisanjani, Alex; Astuti, Dwi; Oktaviana, Virza; Wagimin; Andivas, Marulan
Jurnal Pengabdian UntukMu NegeRI Vol. 10 No. 2 (2026): Pengabdian Untuk Mu negeRI
Publisher : LPPM UMRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37859/jpumri.v10i2.11974

Abstract

This community service activity, consisting of socialization and training on Occupational Health and Safety (OHS), was conducted at SMK Duta Bangsa Balikpapan to address the low awareness of OHS implementation among students, particularly in the Heavy Equipment Engineering major. The primary issues identified were the minimal use of Personal Protective Equipment (PPE) and a lack of compliance with safe working procedures. The methods employed included initial observation, socialization of basic OHS concepts, PPE usage simulation, equipment inspection, and emergency response roleplay. Evaluation was carried out through random question-and-answer sessions to measure cognitive aspects, as well as direct observation of changes in student behavior and skills. The results demonstrated a significant increase in students' knowledge, skills, and compliance regarding OHS application. Furthermore, a safety-first work culture was established in the practical workshop, reinforced by the active supervisory role of the teachers. This program not only improves OHS literacy but also delivers a long-term impact by instilling professional and safe work habits from an early stage, aligning with the actual needs of the industrial sector.
Emotion dysregulation and childhood trauma are not significantly associated with NSSI scar cognition among Indonesian emerging adults Tiara Annisya Ni&#039;am; Rr Dwi Astuti
Malahayati International Journal of Nursing and Health Science Vol. 9 No. 5 (2026): Volume 9 Number 5
Publisher : Program Studi Ilmu Keperawatan-fakultas Ilmu Kesehatan Universitas Malahayati

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33024/minh.v9i5.3610

Abstract

Background: Non-Suicidal Self-Injury (NSSI) represents a significant public health issue among emerging adults globally and in Indonesia, heavily framed as a byproduct of emotional and developmental vulnerabilities. Purpose: To examine whether emotion dysregulation and childhood trauma were individually and jointly associated with NSSI scar cognition among Indonesian emerging adults. Method: Utilizing a cross-sectional correlational design. Data were collected online via Google Forms using a purposive sampling technique based on specific inclusion criteria from 105 emerging adults aged 18–30 with a history of NSSI within the last 6 months. Instruments included the Non-Suicidal Self-Injury Scar Cognition Scale (NSSI-SCS), Difficulties in Emotion Regulation Scale–18 (DERS-18), and Childhood Trauma Questionnaire–Short Form (CTQ-SF). Data were analyzed using multiple linear regression and Pearson product-moment correlation. Results: The multiple regression analysis revealed no significant simultaneous relationship between emotion dysregulation, childhood trauma, and NSSI scar cognition (R = 0.117, R² = 0.014, F = 0.712, p = 0.493). Furthermore, no significant relationship was found partially between emotion dysregulation and NSSI (r = 0.070, p = 0.239) or between childhood trauma and NSSI (r = -0.101, p = 0.153), indicating that all proposed hypotheses were not supported. Conclusion: Emotion dysregulation and childhood trauma were not significantly associated with NSSI scar cognition in this sample. These findings should be interpreted cautiously because of the cross-sectional design, nonprobability sampling, and modified measurement instruments.
Co-Authors . Aisyah A.A. Ketut Agung Cahyawan W Abdul Latif Abrori, Abrori Achmad Buchori Achmad Fauzi Ade Mirza Adib, Abdul Adisty Gineung Pratidina, Adisty Adjeng Moelyati, Trisniarty Adkhana, Dian Nur Adnan, Mazlini Afit Istiandaru, Afit Afriani, Astri Afu Lathif, Hanif Agung Dinarjito, Agung Agung Hartoyo Agus Anggoro Sigit Agus Setiyono Ahirawati Ahmad Fauzi Anggi Ariesta Kusuma ahmad kurniadi F04209033 Ahmad Syukron Ahyar, Haeril Ajiningtyas, Eko Sari Alfian Bayu Indrawan Alif Noor Anna Alifandy, Naufal Alwin Marakarmah, Alwin Amalia, Putri Binazir Amalia Ambarwati Amini, Fani Aisyah Amir Fatah Sofyan Anastasia Pudjitriherwanti Andariiani, Fera Andivas, Marulan Anggraeni, Monieka Dyah Anggraini, Yuyun Angraini, Wulan Anjani, Ayu Anky Zannati Anniza, Risma Anny Rosiana Masithoh Apriadi Situmorang Aprilia, Anna Ardiansyah, Awi Arif Setyo Upoyo Arini, Maya Intan Arum, Sri Retno Aryuna, Dyah Ratri Ash Shidiq, Rosyid Augustine, Venanda Clariza Aulia, Titin Awaliah Nur Hikmah, Octa Aziz Muslim, Muhamad Azizah, Syahlika Nur Azzahra, Aleyda Rachma B. Wahyudi Joko Santoso Bambang Hudiono Benny Abraham Bungasalu Bre Boli, Elisabet Bukman Lian, Bukman Cahyamulyaninrum, Erma Dwi Cahyaningtyas, Ovi Sakti Carolina, Thabita Chalwani, Muhammad Chasanah, Isnatul Chatarina Umbul Wahyuni Christanto Syam Damayanti, Safrida Dwi Danithania, Melsa Darmahusni, Darmahusni Darwanto, Salsabilla Ma’anna Syinfa Inna Daspar Daspar Delfi, Asri Denny, Hanifa M. Dewi Hartinah Dewi Novita Sari Dewi Wulandari Diah Andriani Kusumastuti, Diah Andriani Diah Vitri Widayanti Dian Ahmad BS Dian Hasanah Dikdaya, Teguh Diyah Astuti Nurfa’izah Djunijanti Peggie, Djunijanti Dwi Astari, Yanisha Dwi Linna Suswardany Dwi Widyajayantie dwi, annisa Edhi Nurhartadi Edi Tandililing Edy Yusmin Eko Budi Sariyono Eko Julianto Eko Prasetyo Nugroho Eko Supriyanto Ekowati, Sri Elfina, Nisa Emilia Roza Enung Sri Mulyaningsih Estiati, Amy Estiati, Amy Farhan Fakhrudin, Aris Farid Noor Romadlon Farida, Widiatun Nur Fathika, Rizqiana Nur Fathika Fatkhurrochman, Fatkhurrochman Fatkhurrohman Fauzia, Zenitha Nururriski Febriani, Budi Firmansyah Firmansyah Fitrianawati, Meita Fitriani Fitriyani, Harina Friscilla Wenny Rusnawati Galih Prakasa, Handika Garini, Faradila Sri Ardhya Guswenda, Nuan Ifga Hae, Mike Meyranda Jhosephina Halini - Hanafia, Fifi Hanani, Anis Nur handayani, riska dwi Handayani, Sri Hanif, Andini Hanifatur Rosyidah, Hanifatur Hanna Luthfiana Hartanto Hazriyanto, Hazriyanto HEDDY JULISTIONO Hellen Kurniati, Hellen Henni Febriawati, Henni Herdiana, Indra Heri Maria Zulfiati, Heri Maria Heri Retnawati Heriyani, Erfina Herlambang, Alfino Daiva Herlina Ningsih Heru Mugiarso Hidayah, Hidayah Hidayat Ashari, Hidayat Holyness Nurdin Singadimedja Honorius Arpin, Honorius Humokor, Edwin Johanis Husni Mubarak Ibrahim, Luthfi Maulana Ihsan Nurul Alam INDAH PUSPITASARI Indah Risnawati Indanah Irawati Indrianingrum Irfan Nurkhanif, Muhamad Irwan, Hadi Irwati, Dwi Islami, I Ismail, Wan Ismahanisa Ismatul Maula Jayanti Putri Purwaningrum Jayanti, Tamara Dwi Jayawarsa, A.A. Ketut Jevi Triasnia, Jevi Joko Purwanto Joko Purwanto Juliawati, Eka Jumadi Jumadi Jumadi Kamil Hafidzi, M. Kapti Kapti Kapti, Kapti Kartika, Umy Kasmir Kasmir, Kasmir Kawiji Kawiji Khoiriyah, Nana Khoirunnisa, Fania Khuzaimah, Inayah Kisanjani, Alex Koherista G. Liufeto Komala, Indah Kumala, Junisa Kundarmasno, Agus Kurniasih, Iis Kurniawan Rudi Trijatmiko, Kurniawan Rudi Latifa Nur Ahyani, Latifa Nur Latifah Nur Ahyani Liena Sofiana Lintang Kusuma, Devinta Listiana, Yesi Loedin, Inez H.S Loedin, Inez Hortenza Slamet Lutvia Christina Nur Said, Lutvia Christina M. Amir, M. Mahyuse Effendi, Amirta Vina Maridi, M Marlina Widiyanti, Marlina Martha, Septiani Martina Bunga' Martyana Prihaswati Maryadi, Adi Masitoh, anny Rosiana Mastiah, M Maulana, Hutomo Atman Maulina, Devita Maydianasari, Lenna Meidiana Dwidiyanti mendrofa, hendry kiswanto Mifrohul A'la Millati, Arina Minsih Mohamad Syaefudin Mohammad Irham Mohammad Masykuri Mohammad Z. Rahfiludin Mohammad Zen Rahfiludin Mohd Yatim, Siti Rohana Momon Momon, Momon Mufida, Dwi Milla Muhamad Ekhsan Muhamad Jauhar Muhammad Abdul Muin Muhammad Akmal Al Abdilah Muhammad Hanafi Muhammad Idris Muhammad Lutfi Mahasinul Akhlak Muhammad Purnomo Muhammad Syaiful Muharram, Johan Umfri Munaim, Siti mungin eddy wibowo, mungin eddy Muqorobin, Muqorobin Musyaddad, Anwar Muthoifin Mutmainna, Mutmainna Naa’ifatun, Arneta Ghinaa Nanda Hanifah Putri Nandifah, Nurun Nasrah Nasrah, Nasrah Nasriyah, N Nasution, Siti Lamah Nataliyanti, Dwi Wahyu Natasha, Jehan Nazrantika Sunarto Nazwa Shyreen Alieviandy Neli Purwani Nina Mardiana (F01108057) Nindyasari, Jenita Berlian Ningrum, Lutfi Setia Noor Azizah Noor Cholifah Noprida, Fransiska Santa Nor Asiyah Novita Syahidah Sari Nugraheni, Eri Nur Hidayah, Rida Berliana Amanda Nurfadillah Nurhalizah, Nurhalizah Nurholis Nurholis, Nurholis Nurul Aulia Pratama NURUL HIDAYAH Nyemas Plisa Pradanita, Nyemas Plisa Octariana, Syariefah Fatimah Oktaria, Eka Travilta Oktaviana, Virza Pandini Gunawan, Yosi Intan Pangestu, Tidar Panji Pantouw, Carla F. Pantouw, Carla Frieda Parestu, Octa Widya Pasangka, Oktliana Pebriyanti, Diantika Permadi, Hanif Nanda permana, David reveindra Afif Permana, David Rivaindra Afif Pipit Novila Sari Prakusya, Iclashul Bintang Pratama, Lingga Prida Putra Priyani, Priyani Priyatin Sulistyowati Priyono Priyono Priyono, Siti N. Purnama Sari, Septi Aliviana Purwani, Purwani Puspasari, Fida Dyah Putra, Ilham Muhammad Mardi Putri, Citra Anita Tika Putri, Hera Azaria Putri, Trias Qosyasih, Nelis Nazziatus Sadiah Rachmawati, Syamsidah Rahmah, Nurul Rahmawati Rahmawati, Kartika Novi Rahmawati, Khusnul Dwi Ramadani, Fitra Ramadhan, Cahya Ramadhan, Muhammad Raishal Ramadhani, Nauval Ramdan, Adythia Ramdan, Evan Purnama Rasiman3, Rasiman Rasyid, Febby Rullya Ratna P., Yatimah Regina Regina Rendi Ary Syarifuddin Rengganis, Erika Yudhi Retno Purwani Setyaningrum Reynaldi, Randa Rezania Asyfiradayati Ridwan Budi Pramono, Ridwan Budi Rifai, Nur Rajar Risnawati Risnawati Rizdika Mardiana Romal Ijuddin Romal Ijudin, Romal romiadi F04209036 Rosadi, Dede Rudianto, . rudiyanto Rudiyanto Rudiyanto, Rudiyanto Rully Charitas Indra Prahmana Rumondang, Juwita Ria Ryani Dhyan Parashakti Sadiah, Halima Tus Saiful Rohman Saleni, Resti Mien Samsinar Samsinar Samudra, Hayyin Awwaliyya Tiyas Santhyami Santi, Emy Nofa Saputra, Fahmi Saputro, Maarif Ardhi Saragih Sidauruk, Jhon Erikson Saraswati, Lia Kharisma Sarfilianty Anggiani, Sarfilianty Sari, Pramudya Novita Sarto Sasongko, Ananto Tri Satya Nugroho Sawitri, Riski Resti Sembiring, Rinawati Septiani, Widya Septriliyana, R. Noucie Setiani, Purwaningsih Endah Setiowati, Dian Mega Setiowati, Erfi Ana Setyanto, Arif Tri Setyarini, Ristiyana Eko Setyawan, Fariz Setyawan, Wisnu Shofiana, Friska Sholehah, Mar'atus Sholihah, Elly Putri Sih Mustika, Gandes Silitonga, Samuel Simbolon, Octorolas Siregar, Lesti Kaslati Siska Wulandari, Siska SITI DRIVOKA SULISTYANINGRUM Siti Juariah SITI MAHMUDAH Siti Nuramaliati Prijono, Siti Nuramaliati Sokawati, Ririn Sri Darnoto Sri Handayani SRI HENDRASTUTI HIDAYAT Sri Indrayani, Sri Sri Karyati SRI SULANDARI Sri Sumarni Sri Wahyuni Suasoongern , Sineenart subarjo, Subarjo Sudarwoto -, Sudarwoto Sudiarto Sugiatno . Sugiyanti Sugiyanti Sukandar Sukasno - Sukris Sutiyatno Sulistyorini, Dian Sulistyorini, Mufita Sundari, Susanti Supriyati . Suryo Wiyono Susda Heleni Susi Iravati Sutrisna Wibawa Suwandi Suwandi Suwandi Suwarni Suwarni Syafitri, Elsa Bernafia Syah, Siti Hinda Syakdiah Syakdiah, Syakdiah Syambasril . Syamsidah Rahmawati, Syamsidah Syamsul Arifin Syariefa, Laditry Susthia Tanjung Anitasari Indah Kusumaningrum TARUNI SRI PRAWAST MIEN KAOMINI ANY ARYANI DEDY DURYADI SOLIHIN Tegar Ariyansah, Riyo Tiara Annisya Ni&#039;am Titi Solfitri Tri Eko Agustiningrum Tri Eko Agustiningrum, Tri Tri Handayani TRI JOKO SANTOSO Tri Yusnanto Tricahyanti, Wahyu Trikoesoemaningtyas Tristanti, Ika Tutik Endarwati, Tutik Tyas, Ayuning Ulfah, Hanik Khomisiyah Ulvana, Sukma Umalihayati Umalihayati Ummi Kulsum Upik Kesumawati Hadi Usodo, Budi Utari, Dyah Ayu Vincentia Esti Windiastri, Vincentia Esti Vivi Aprilia, Vivi Wagimin Wahyu Priyoatmoko Wahyu Purbo Juwono Wahyuni, Peni Wati, Cheppy Wati, Wiwik Novia Widhiastuti Sri Lestari, Rosalia Widodo Widodo Widyajayanti, Dwi Widyasari, Rita Aprilia Widyastuti, Riana Widyastutik, Otik Widyawati Widyawati Wigati, Atun Wijamukti, Satrio Wiwin Winarsih Wulansih, Rahmaniati Yeza Febriani Young, Felina C. Yuan Badrianto Yuhan, Risni Julaeni Yuli Yanti Yuliana, Yohanes Gatot Sutapa Yuliandari, Yuliandari Yulisetyaningrum Yulistryarini, Tiwi Yunianto, Eko Yunita Kristiani Yunita Syafitri Yusuf Wahyu Setiya Putra Zulaekah, Niar Zumrotus, Aulia Zunaidah Zunaidah