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Public Health Genomics and Precision Health Knowledge Base (v6.8)
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Last data update: Dec 28, 2020
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Melanoma[original query]>>Non-Genomics Precision Health [Category]
Publication
Melanoma and Nevus Skin Lesion Classification Using Handcraft and Deep Learning Feature Fusion via Mutual Information Measures.
Almaraz-Damian Jose-Agustin et al. Entropy (Basel, Switzerland) 2020 Apr 22(4)
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Using Machine Learning Algorithms to Predict Immunotherapy Response in Patients with Advanced Melanoma.
Johannet Paul et al. Clinical cancer research : an official journal of the American Association for Cancer Research 2020 Nov
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Artificial intelligence for melanoma diagnosis: a review of published studies until 2020.
Tschandl Philipp et al. Giornale italiano di dermatologia e venereologia : organo ufficiale, Societa italiana di dermatologia e sifilografia 2020 Nov
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Using deep learning to predict anti-PD-1 response in melanoma and lung cancer patients from histopathology images.
Hu Jing et al. Translational oncology 2020 Oct 14(1) 100921
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Convolutional neural networks for the automatic diagnosis of melanoma: An extensive experimental study.
Pérez Eduardo et al. Medical image analysis 2020 Oct 67101858
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Analysis of Bone Scans in Various Tumor Entities Using a Deep-Learning-Based Artificial Neural Network Algorithm-Evaluation of Diagnostic Performance.
Wuestemann Jan et al. Cancers 2020 Sep 12(9)
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Review of medical image recognition technologies to detect melanomas using neural networks.
Efimenko Mila et al. BMC bioinformatics 2020 Sep 21(Suppl 11) 270
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Machine learning model to predict oncologic outcomes for drugs in randomized clinical trials.
Schperberg Alexander V et al. International journal of cancer 2020 Aug
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User satisfaction with a smartphone-compatible, artificial intelligence-based cutaneous pigmented lesion evaluator.
Po Harvey Chin Yen et al. Computer methods and programs in biomedicine 2020 Jul 195105649
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Artificial Intelligence in Skin Cancer Diagnostics: The Patients' Perspective.
Jutzi Tanja B et al. Frontiers in medicine 2020 7233
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Deep Learning Approaches Towards Skin Lesion Segmentation and Classification from Dermoscopic Images - A Review.
Baig Ramsha et al. Current medical imaging 2020 16(5) 513-533
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Machine Learning in Melanoma Diagnosis. Limitations About to be Overcome.
González-Cruz C et al. Actas dermo-sifiliograficas 2020 Apr
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Patient Perspectives on the Use of Artificial Intelligence for Skin Cancer Screening: A Qualitative Study.
Nelson Caroline A et al. JAMA dermatology 2020 Mar
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DePicT Melanoma Deep-CLASS: a deep convolutional neural networks approach to classify skin lesion images.
Nasiri Sara et al. BMC bioinformatics 2020 Mar 21(Suppl 2) 84
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Toward a precision behavioral medicine approach to addressing high-risk sun exposure: a qualitative analysis.
Stump Tammy K et al. JAMIA open 2019 Dec 2(4) 547-553
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Multiphoton microscopy of the dermoepidermal junction and automated identification of dysplastic tissues with deep learning.
Huttunen Mikko J et al. Biomedical optics express 2020 Jan 11(1) 186-199
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Artificial intelligence for melanoma diagnosis: how can we deliver on the promise?
Mar V J et al. Annals of oncology : official journal of the European Society for Medical Oncology 2019 Dec 30(12) e1-e3
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Skin cancer diagnosis based on optimized convolutional neural network.
Zhang Ni et al. Artificial intelligence in medicine 2020 Jan 102101756
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Characterizing the Role of Dermatologists in Developing AI for Assessment of Skin Cancer: A Systematic Review.
Zakhem George A et al. Journal of the American Academy of Dermatology 2020 Jan
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What is AI? Applications of artificial intelligence to dermatology.
Du-Harpur X et al. The British journal of dermatology 2020 Jan
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Detection of Malignant Melanoma Using Artificial Intelligence: An Observational Study of Diagnostic Accuracy.
Phillips Michael et al. Dermatology practical & conceptual 2020 10(1) e2020011
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Augmented Decision Making for Acral Lentiginous Melanoma Detection Using Deep Convolutional Neural Networks.
Lee S et al. Journal of the European Academy of Dermatology and Venereology : JEADV 2020 Jan
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Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists.
Haenssle H A et al. Annals of oncology : official journal of the European Society for Medical Oncology 2018 29(8) 1836-1842
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Superpixel-Based Conditional Random Fields (SuperCRF): Incorporating Global and Local Context for Enhanced Deep Learning in Melanoma Histopathology.
Zormpas-Petridis Konstantinos et al. Frontiers in oncology 2019 91045
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Deep learning based on standard H&E images of primary melanoma tumors identifies patients at risk for visceral recurrence and death.
Kulkarni Prathamesh M et al. Clinical cancer research : an official journal of the American Association for Cancer Research 2019 Oct
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Superior skin cancer classification by the combination of human and artificial intelligence.
Hekler Achim et al. European journal of cancer (Oxford, England : 1990) 2019 Sep 120114-121
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Artificial intelligence for melanoma diagnosis: how can we deliver on the promise?
Mar V J et al. Annals of oncology : official journal of the European Society for Medical Oncology 2018 29(8) 1625-1628
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Whole-body magnetic resonance imaging (WB-MRI) in oncology: recommendations and key uses.
Petralia Giuseppe et al. La Radiologia medica 2019 Mar 124(3) 218-233
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Association Between Surgical Skin Markings in Dermoscopic Images and Diagnostic Performance of a Deep Learning Convolutional Neural Network for Melanoma Recognition.
Winkler Julia K et al. JAMA dermatology 2019 Aug
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Deep neural networks are superior to dermatologists in melanoma image classification.
Brinker Titus J et al. European journal of cancer (Oxford, England : 1990) 2019 Aug 11911-17
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Page last reviewed:
Oct 1, 2020
Page last updated:
Dec 28, 2020
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