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All Journal Pixel : Jurnal Ilmiah Komputer Grafis Jurnal Informatika Jurnal Informatika Jurnal Informatika dan Teknik Elektro Terapan Seminar Nasional Informatika (SEMNASIF) TEKNOINFO Journal on Education Jurnal Teknologi Informasi : Jurnal Keilmuan dan Aplikasi Bidang Teknik Informatika JATI (Jurnal Mahasiswa Teknik Informatika) Teknik: Jurnal Ilmu Teknik dan Informatika Jurnal Abdi Masyarakat Indonesia Jurnal Saintekom : Sains, Teknologi, Komputer dan Manajemen Transformasi INFORMATIKA Journal of Artificial Intelligence and Digital Business Jurnal Smart Hukum (JSH) JOINTECOMS (Journal of Information Technology and Computer Science) AnoaTIK: Jurnal Teknologi Informasi dan Komputer Kohesi: Jurnal Sains dan Teknologi Mutiara: Jurnal Penelitian dan Karya Ilmiah Jurnal Sains Student Research West Science Nature and Technology Journal of Multidisciplinary Inquiry in Science, Technology and Educational Research Venus: Jurnal Publikasi Rumpun Ilmu Teknik Router : Jurnal Teknik Informatika dan Terapan Neptunus: Jurnal Ilmu Komputer dan Teknologi Informasi Jurnal Ilmiah Informatika dan Komputer LANCAH Jurnal Inovasi dan Tren Router : Jurnal Teknik Informatika dan Terapan Jurnal Teknik Informatika dan Teknologi Informasi
Jadiaman Parhusip, Jadiaman
Universitas Palangka Raya
Religion Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

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Journal : Transformasi

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ANALISIS DAMPAK PENGGUNAAN GENERATIVE AI (CHATGPT) TERHADAP INTEGRITAS AKADEMIK MAHASISWA DI PENDIDIKAN TINGGI Parhusip, Jadiaman; Agustin, Olga Noviola; Ferdinand, Bryan Desmonda; Saputra, Rendy; Rangin, Adriel Eleazar
TRANSFORMASI Vol 21, No 2 (2025): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v21i2.473

Abstract

The rapid adoption of Generative AI, such as ChatGPT, in higher education has sparked significant debate regarding its impact on academic integrity. This research aims to analyze the ethical and social impacts of using Generative AI on student academic integrity. This study uses the Systematic Literature Review (SLR) method. Literature was searched from databases like Google Scholar and Scopus published between 2022 and 2025. After applying inclusion and exclusion criteria, 10 relevant articles were selected for synthesis. The results identify several key themes: (1) Increased risk of novel forms of plagiarism and academic dishonesty, (2) a potential decline in critical thinking and original writing skills, (3) the urgent need for new institutional policies and ethical guidelines, and (4) the dual role of AI as both a learning aid and a sophisticated cheating tool. This study concludes that while Generative AI offers potential as a learning aid, its unregulated use poses a significant threat to traditional academic integrity.
KLASIFIKASI PENYAKIT PADA DAUN TOMAT MENGGUNAKAN ALGORITMA CONVOLUTIONAL NEURAL NETWORK (CNN) Parhusip, Jadiaman; Maulana, Ferdy Afriza; Mahendra, Rizqullah Falah; Dwi Putri, Athay Setya
TRANSFORMASI Vol 21, No 2 (2025): TRANSFORMASI
Publisher : STMIK BINA PATRIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56357/jt.v21i2.479

Abstract

Tomato leaf diseases significantly affect crop productivity, and manual inspection often leads to misclassification due to the visual similarity of symptoms. Recent studies have shown that Convolutional Neural Networks (CNN) provide high accuracy in leaf–based plant disease classification across various plant species, highlighting their potential for early disease detection. This study aims to develop an accurate tomato leaf disease classification system using a CNN model trained on the Kaggle tomato leaf dataset consisting of four classes: Leaf Blight, Bacterial Spot, Leaf Scab, and Healthy. The methodology includes literature review, dataset acquisition, preprocessing, augmentation, CNN architecture design, model training, and performance evaluation. Preprocessing techniques such as resizing and normalization were applied, followed by augmentation using random flipping and rotation to increase dataset variability. The proposed model was trained for 40 epochs with a batch size of 16. Results show consistent accuracy improvement, reaching 0.98 training accuracy with a loss of 0.07, while validation accuracy peaked at 0.94. Testing on both single and multiple images demonstrates strong prediction confidence, with minor misclassifications in visually similar cases. Overall, the system effectively identifies tomato leaf diseases and reinforces the suitability of CNN for supporting early plant disease detection in smart agriculture applications.
Co-Authors Abda Abda Abertun Sagit Sahay Abertun Sagit Sahay Ade Chandra Saputra Ade Saputra Adhitya, Fathan Kevin Aditya Nafil, Adam Agus Sehatman, Saragih Agustin, Olga Noviola Ahmad Fadlilah Ramadlan Akhmad Kamilen Albert Tio, Richo Amar Filonga Septaraja Ananda Rafael Chrisvo Anastasya Simorangkir Andora, Armando Angelina Estevani Anita, Nur Antonius Nahak Marin Antonius Nahak Marin Ariani, Rika Christalina Arrbiyannoor ilham Sanusie, Arbiyanoor Arya Bima Mohammad Heriansyah Arya, I Made Atong Nazarius Augustin, Darryl Sandi Azrieel, Willy Bagus Valentino Bagus Valentino Bayu Saputra Bayu Wira Aji Yudhoyono Berlinson, Alif Mayrossi Berlison, Alif Mayrossi Betariani, Vivin Viola Bobby Frana, Muhammad Boyke Danan Filtranda Budi Aulyansyah Ahmad Trisna Caca Handika Caroline Herfisia Parlina Christian Arby Putra Liming Christian Fedrik Nakano Christian, Febrianson Christina, Sherly Chrisvo, Ananda Rafael Cindy Margaratha Clara Sinta Septiani Claudy Queen Pirera Criye Fatriani, Jane Cyaramani Cyaramani Cyaramani, Cyaramani Darrel, Evandri Christian Depro Winoto Deska Phanosthy Hutagalung Devi Gaby Febriyanti Simanjuntak Devina Fahrisa Dicky Febrian Dinda Marsyanadya Putri Dora Alvionita Dwi Nurahman, Dwi Dwi Putri, Athay Setya Dwi Saputra, Reynaldi Dwi Yulianto, Bayu Dwimaryuga Putrisetiani Dwiva Krisnoprianto Pratama E,Didik Madyatmadja, E,Didik Efrans Christian Eka, Irena Ekat Rueh Daya Leluni Ekklesia Anastasia Saragih, Dea Enny D O Erick Hernando Erina Ekanova Safitri Euodia Marsa Fajari, Rizqi Fakhri, Naufal Farel Manurung , Jhon Faris Jatmiko Febrian Evan Rafael Febriani Auria Felicia Sylviana Ferdinand, Bryan Desmonda Fieradova, Deanyse Oxana Fikri Maulana, Andika Firdo, Nazaro Daud Florensiana Talentina Angela Seda Fransciko Pritama Futri, Nurviani Garang, Jane Vransisca Zee Gavin Berylian Josepto Gedeon Gedeon Gloria Recita Gracia Tumimomor, Elizabeth Hafiz, Asnal Handayani, Evita Hanna Darmawan Hanna Darmawan Harahap, Debora Jesica Tiur Hariz Kurniawan Hasibuan, Liyando Hermawan hasnia, Hasnia Herlinda Sihombing Hermawan Hasibuan, Liyando Heru Saputra, Aditya Hidayat, Febrian Nur Hidayatullah, Muhammad Fatwa Inda, Inda Indes Permatahati Parhusip Ivena Julia Armelinda Jekwoso, Thabut Rachmani Jinu, Gress Judijanto, Loso Julian, Ary Sigit Kaharap , Benie Agusti Kahlil Gibran, Achmad Kamilla, Adinda Cahya Kevin Joannes Kristianti, Novera Kristianto, Hefi Kumala Azahra Majidiah Kurniawan, Hariz Kurniawan, Muhammad Rony Lamtio Sihombing, Dermauli Laskar, Purwodadi Dea Licantik Licantik Licantik, Licantik Lidiya Lodri Ariantoni Lowryanty, Ni Putu Lusia Kiareni, Cindi Magdalene Isma Mahendra, Rizqullah Falah Manderes, Caesar Maria Ramanda Kalawa Putri Marshanda Putri Nurulita Marsianina Mega Cahaya Marta, Lin Martitus Wiranata Marvin Donald Richardo Aronggear Matanari, Nurhayati Maulana, Ferdy Afriza Mavanudin, Zhykwa Cerryl Meilinda Xanderina Meyland, Helinda Michael Michael Monalisa, Agatha Muhamad , Rizki Muhamad Ridwan Muhammad afrizal Muhammad Arifin Ilham Muhammad Farid Dzakwan Wahyudi Muhammad Fatwa Hidayatullah Muhammad Rizqullah Mulyono Muhammad Roeyyan Radhi Muhammad Sabrin Safi’i Nadya Revelin Putri Nahumi Nugrahaningsih Nainggolan, Wynnie Nasution, Annio Indah Lestari Natasya Priyani Natasya, Apriliani Nela Puspita Florensia Nor Wahidman Norul Annisa Nova Noor Kamala Sari Nur Fajriansyah, Gusti Nur Haniatin Jannah O, Enny D Oktama Winduro, Tirta Oktaviyani, Enny Dwi Patrick Welay Pendi - Pikami, Billy Oktha Prabasari, Triastuti Prabasari, Triastuti Prastawa Tarigan, Christanto Pratama , Jhosua Ersa Arta Pratama Dinatha, Jonathan Prayoga, Andika Prima Ginting, Paska Priskila, Ressa Pritama, Fransciko Puteri Ananda Khairunnisa Putra, Putu Bagus Adidyana Anugrah Putri Intani Sihite Putri Silvia Rafif Dhia Yusrana Rahmawati, Rahmawati Ramadhan, Zidhan Moro Rangin, Adriel Eleazar Rasna, Rasna Raydamar Rizkyaka Riyadi Reina Dewi Masitoh Rendi Rendy Saputra Rendy Swanda Narastu Ribhansyah Aqil Akbar, Muhammad Rifky Mustaqim Handoko Rika Christalina Ariani Rinaldi Rizwar Rio Irawan Rizal Wahyu Saputra Ronaldo, Deddy Rony Teguh Rony Teguh Ryan Delon Pratama Safi?i, Muhammad Sabrin Safi’i, Muhammad Sabrin Sahay, Abertun Sagit Saputra, Ade Candra Saputra, Septian Dwi Sari Sinaga, Nelli Reanda Sehatman Saragih, Agus Septa Natalina, Melinda Septian Geges Setiawan, Dondi Shafa Budiman, Azizah Sherly Christina Shiddiq, Bakar Ash Sihite, Putri Intani Sihombing, Thomas Re Manuel Putra Sinaga, Ari Tumbor Panahatan Sinaga, Krisnaomi Siska Puspitarani Sitinjak, Maruli Valentino Sono, Moh Gifari Sorisa, Cinda Souk, Jeremy Timothy Sriyanto, Naufal Ihsan Suryani, Budi Aulyansyah Ahmad Trisna Syahrohim, Imam Sylvana, Felicia Sylvana, Felicia Tantri Tantri Tegar Pratama Tety Citra Natha Thabut Rachmani Jekwoso Thomas Arya Lubis Thomas Zugildo Magnus Triastuti Prabasari Trinidat, Jhansen Tyara Rahmidasari Viktor H. Pranatawijaya Virginia Valentine Vonia, Vonia Wafik Andini Wafik Andini Wafiq Nabila Widiatry - Widiatry, Widiatry Wiltra, Wiltra Wiltra, Wiltra Winda Yulistria Wirayudha Simatupang, Sandy Yolanda Hevin, Tirza YOVITA Yudha Rinsaghi Yukandri Yulia Patimah Yulistria, Winda Yulistria, Winda Yusup Hidayat Zahra, Fatiya Ummu Hanifah Zefanya Jopa Aurelius Zenifer, Yolanda