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All Journal Jurnal Presipitasi : Media Komunikasi dan Pengembangan Teknik Lingkungan Jurnal Ekonomi, Bisnis dan Kewirausahaan (JEBIK) Diponegoro Journal of Management Jurnal Ilmiah Mahasiswa FEB EKONOBIS (JURNAL EKONOMI DAN BISNIS) Erudio: Journal of Educational Innovation EDUFORTECH Jurnal Hukum Magnum Opus Jurnal Sosial Humaniora Sigli Management Studies and Entrepreneurship Journal (MSEJ) Jurnal Abdi Insani PUBLIKASI PENELITIAN TERAPAN DAN KEBIJAKAN ANALISIS - SCIENTIFIC JOURNAL OF ECONOMICS, MANAGEMENT, BUSINESS, AND ACCOUNTING Journal of Digital Marketing and Halal Industry Journal of Intelligent Computing and Health Informatics (JICHI) Jurnal Teknik Informatika (JUTIF) Elastisitas Jurnal Ekonomi Pembangunan Entrepreneurship Bisnis Manajemen Akuntansi (E-BISMA) Jernih : Jurnal Tugas Akhir Mahasiswa JIKEM: Jurnal Ilmu Komputer, Ekonomi dan Manajemen Jurnal Riset Ilmu Ekonomi Journal of Health Community Service JURNAL ELEKTRO DAN INFORMATIKA SWADHARMA (JEIS) Collegium Studiosum Journal Bureaucracy Journal : Indonesia Journal of Law and Social-Political Governance Jurnal Puan Indonesia Jurnal Pengabdian Inovasi dan Teknologi Kepada Masyarakat Jurnal Perspektif Pembiayaan dan Pembangunan Daerah Jurnal Pengabdian Masyarakat Bhinneka Malcom: Indonesian Journal of Machine Learning and Computer Science SUARGA : Studi Keberagamaan dan Keberagaman Jurnal Konstanta : Ekonomi Pembangunan Jurnal Pengabdian Masyarakat Bangsa Jurnal Oportunitas : Ekonomi Pembangunan Coastal and Marine Journal Welfare State Jurnal Hukum Jurnal Paramaedutama Jurnal Pengabdian Masyarakat Linguapedia Economics Development Analysis Journal Jurnal Witana JIMT: Jurnal Informatika, Multimedia dan Teknik Nusantara Computer and Design Review
Muhammad Firmansyah, Muhammad
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Journal : Jurnal Teknik Informatika (JUTIF)

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The Role of Deep Learning in Cancer Detection: A Systematic Review of Architectures, Datasets, and Clinical Applicability Abdurrahman, Muhammad Farhan; Rianto, Yan; Hamzah, Nasir; Firmansyah, Muhammad; Prawira, Nurul Adi; Nugraha, Thomas Fajar
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.4748

Abstract

Early cancer detection continues to be a significant challenge in clinical practice due to limitation of conventional diagnostic technique that often takes time and error prone. This systematic review evaluates the efficacy of deep learning (DL) architecture and datasets to improve cancer detection and diagnosis. We performed a structural analysis on 40 high-impact research paper published in Q1 journals between 2014 and 2025, considering DL model performance, datasets, and clinical relevance. Results indicate that fundamental architectures such as convolutional neural networks (CNNs) and recurrent neural networks (RNNs) consistently report high diagnostic accuracy (>90%) on radiology- and histopathology-based imaging datasets. Conversely, DL performance on non-imaging clinical data, including electronic medical records (EMDs), is more varied. Evaluation metrics such as AUC and DICE shows the trade-off between classification precision and segmentation accuracy. Despite their potential, DL models have significant limitations in terms of generalization, interpretability, and integration within real-world clinical workflows. This review highlights the need for standardized evaluation, implementation of ethical models, and multi-modal data fusion to facilitate wider and more equitable clinical uptake of DL in cancer diagnostics.
Co-Authors A, Oky Yudi Abdurrahman, Muhammad Farhan Abiyah, Indra Adib Adhitya Bagus Singandaru Adibrata, Sudirman Ainul Yaqin Ali Rahman Amri Gunasti Amrillah Anggun Tsalasa, Arini Roro Apriani, Isna Apriyandi, Putra Arfida Boedirochminarni Arif Maulana, Arif Aslimah, Aslimah Aulia, Nur Afti Az Zahra, Alifia Azizah, Nur Jannah Bagus, Wahyu Bhaskara, Renaldi Surya Chairul Abdi Dhendra Marutho Dyo Arga Nata, Muhamad EMI SALMAH Eri Sasmita Susanto Farizki, Daniel Achmad Fikri, Sultoni Firdausy, Muhammad Abrar Firmansyah, Esa Flejterski, Stanislaw Frans Simangunsong Gunawan, Bambang Ady hartanto hartanto Hendarti, Hendarti Herdinov, Adam Hidayat, Ali Akbar Hidayat, Lutfi Alvian Hikmawati, Inayah Himawan Sutanto, Himawan Ika Kartika Ilham, Ahmad Imroatul Khasanah Irhash, Irhash Irwan Irwan Ismaili, Ismaili Iwan Harsono Jati, Dian Rahayu Karim, M. Ainul KARISMAWAN, PUTU Khairunisa, Assavira L, Adinda Fitriyah Laily Purnamasari, Dewi M. Irwan M. Irwan, M. Irwan Mahmudi, Hadi Mahrus Lutfi Adi Kurniawan, Mahrus Lutfi Adi Maria, Linda Masrun Masrun masrun Maulana Al Aby, Theo Mauliddin, Rizky Akbar Maulidia, Vera Mizwar, Andi Mochammad Machlul Alamin Mu'ammal, Immanuel MUAIDY YASIN, MUAIDY Muftiadi, M. Rizza Muhammad Agreindra Helmiawan Muhammad Aria Wahyudi Muhammad Sri Wahyudi Suliswanto Musyoliha, Tuti Muzakar, Muzakar Mu’ammal, Immanuel Nasir Hamzah Nilawati, Indah Nirtha Nofitasari, Solehati Nopi Stiyati Prihatini Nova, Kiky Rizky Nugraha, Nanda Nugraha, Thomas Fajar Nur Tjendani, Endah Nur, Alqadri Nuraulia, Nasyah Octavia, Azella Nosih Paramita Sari, Paramita Paratama, Faradillah Perangin-angin, Robet Prabowo, Ien Yus Rizal Prawira, Nurul Adi Prayitno Basuki, Prayitno Purnama, Isnan Purwanti, Irna Putra, Surya Dwi Putranto, FX Gugus Febri Qurrotul Aini Rahman, Ali Rasyidin, Mukhammad Hafid Rianto, Yan Rijal, Muhammad Nor Rishan Adha Riyanto, Wahyu Hidayat Riza Miftahul Khair Rizqi Puteri Mahyudin S, Raja Eko Dwi SABINA, VINA Sadiq, Ahmad Safitri, Nur Aprilia Sahri Sahri Sahri Saputra, Irwansyah Sari, Nova Puspita Savira, Aora Septiyani, Santi Sikin, Muhamad Sri Budi Cantika Yuli St. Maryam, St. Subastian, Alvin Subhan Purwadinata, Subhan Suphia, Suphia T, Thoyyibah Tanjung , Yanto Titi Yuniarti, Titi Tsalasa, Arini Roro Anggun Uci Yuliati Ul Walidaien, Syifa Ulfa, Yakut Nahdiana Ulumuddin, Mochammad Fatih Wahidin Wahidin Wahyuni , Hera Widari, Baiq Widyanor, Julian Yahya, Helmi Yudha S, I Dewa Ketut Zara Tania Rahmadi