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Journal of Multidisciplinary Healthcare Volume 14, 2021 - Issue
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Original Research

Deep Learning Classifier with Patient’s Metadata of Dermoscopic Images in Malignant Melanoma Detection

Dina Nur Anggraini Ningrum1 Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan;2 Public Health Department, Universitas Negeri Semarang, Semarang City, IndonesiaORCID Iconhttps://orcid.org/0000-0002-8557-2862
ORCID Icon,
Sheng-Po Yuan1 Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan;3 Department of Otorhinolaryngology, Shuang-Ho Hospital, Taipei Medical University, New Taipei City, TaiwanORCID Iconhttps://orcid.org/0000-0003-3515-3480
ORCID Icon,
Woon-Man Kung4 Department of Exercise and Health Promotion, College of Kinesiology and Health, Chinese Culture University, Taipei, TaiwanORCID Iconhttps://orcid.org/0000-0001-8311-2902
ORCID Icon,
Chieh-Chen Wu4 Department of Exercise and Health Promotion, College of Kinesiology and Health, Chinese Culture University, Taipei, TaiwanORCID Iconhttps://orcid.org/0000-0003-2205-5849
ORCID Icon,
I-Shiang Tzeng4 Department of Exercise and Health Promotion, College of Kinesiology and Health, Chinese Culture University, Taipei, Taiwan;5 Department of Research, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, Taiwan;6 Department of Statistics, National Taipei University, Taipei, TaiwanORCID Iconhttps://orcid.org/0000-0002-9047-8141
ORCID Icon,
Chu-Ya Huang7 Taiwan College of Healthcare Executives, Taipei, Taiwan
,
Jack Yu-Chuan Li1 Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan;8 Department Dermatology, Wan Fang Hospital, Taipei, Taiwan;9 Taipei Medical University Research Center of Cancer Translational Medicine, Taipei, TaiwanCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-6497-4232
ORCID Icon &
Yao-Chin Wang10 Graduate Institute of Injury Prevention and Control, College of Public Health, Taipei Medical University, Taipei, Taiwan;11 Department of Emergency Medicine, Min-Sheng General Hospital, Taoyuan, TaiwanCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-0094-8016
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Pages 877-885 | Published online: 21 Apr 2021

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Dina Nur Anggraini Ningrum, Woon-Man Kung, I-Shiang Tzeng, Sheng-Po Yuan, Chieh-Chen Wu, Chu-Ya Huang, Muhammad Solihuddin Muhtar, Phung-Anh Nguyen, Jack Yu-Chuan Li & Yao-Chin Wang. (2021) A Deep Learning Model to Predict Knee Osteoarthritis Based on Nonimage Longitudinal Medical Record. Journal of Multidisciplinary Healthcare 14, pages 2477-2485.
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Minh Chung, Victoria S. Jiminez, Mohammad Saleem & Nabiha Yusuf. (2023) Use of Artificial Intelligence in Skin Aging. OBM Geriatrics 07:02, pages 1-8.
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Marwa Obayya, Adeeb Alhebri, Mashael Maashi, Ahmed S. Salama, Anwer Mustafa Hilal, Mohamed Ibrahim Alsaid, Azza Elneil Osman & Amani A. Alneil. (2023) Henry Gas Solubility Optimization Algorithm based Feature Extraction in Dermoscopic Images Analysis of Skin Cancer. Cancers 15:7, pages 2146.
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Alexandros Patsanis, Mohammed R. S. Sunoqrot, Tone F. Bathen & Mattijs Elschot. (2023) CROPro: a tool for automated cropping of prostate magnetic resonance images. Journal of Medical Imaging 10:02.
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Abhinav MohtaAlpana Mohta. (2023) Artificial intelligence in dermatology – Where do we stand?. Indian Journal of Skin Allergy 2, pages 33-35.
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Khiem H. Le, Hieu H. Pham, Thao Bt. Nguyen, Tu A. Nguyen, Tien N. Thanh & Cuong D. Do. (2022) Enhancing Deep Learning-based 3-lead ECG Classification with Heartbeat Counting and Demographic Data Integration. Enhancing Deep Learning-based 3-lead ECG Classification with Heartbeat Counting and Demographic Data Integration.
Paul Istasy, Wen Shen Lee, Alla Iansavichene, Ross Upshur, Bishal Gyawali, Jacquelyn Burkell, Bekim Sadikovic, Alejandro Lazo-Langner & Benjamin Chin-Yee. (2022) The Impact of Artificial Intelligence on Health Equity in Oncology: Scoping Review. Journal of Medical Internet Research 24:11, pages e39748.
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Rogers Aloo, Atsuko Mutoh, Koichi Moriyama, Tohgoroh Matsui & Nobuhiro Inuzuka. (2022) Ensemble method using real images, metadata and synthetic images for control of class imbalance in classification. Artificial Life and Robotics 27:4, pages 796-803.
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Takfarines Guergueb & Moulay A. Akhloufi. (2022) Multi-Scale Deep Ensemble Learning for Melanoma Skin Cancer Detection. Multi-Scale Deep Ensemble Learning for Melanoma Skin Cancer Detection.
Vincenza Granata, Igino Simonetti, Roberta Fusco, Sergio Venanzio Setola, Francesco Izzo, Luigi Scarpato, Vito Vanella, Lucia Festino, Ester Simeone, Paolo Antonio Ascierto & Antonella Petrillo. (2022) Management of cutaneous melanoma: radiologists challenging and risk assessment. La radiologia medica 127:8, pages 899-911.
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Gan Cai, Yu Zhu, Yue Wu, Xiaoben Jiang, Jiongyao Ye & Dawei Yang. (2022) A multimodal transformer to fuse images and metadata for skin disease classification. The Visual Computer.
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Ting-Ya Yang, Tsair-Wei Chien & Feng-Jie Lai. (2022) Web-Based Skin Cancer Assessment and Classification Using Machine Learning and Mobile Computerized Adaptive Testing in a Rasch Model: Development Study. JMIR Medical Informatics 10:3, pages e33006.
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Yali Nie, Paolo Sommella, Marco Carratu, Matteo Ferro, Mattias O'Nils & Jan Lundgren. (2022) Recent Advances in Diagnosis of Skin Lesions Using Dermoscopic Images Based on Deep Learning. IEEE Access 10, pages 95716-95747.
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Farhan Mahmood, Solomon Bendayan, Feras M. Ghazawi & Ivan V. Litvinov. (2021) Editorial: The Emerging Role of Artificial Intelligence in Dermatology. Frontiers in Medicine 8.
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Tushar M. Ranchod. (2021) Systemic retinal biomarkers. Current Opinion in Ophthalmology 32:5, pages 439-444.
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