Seminars in cutaneous medicine and surgery最新文献

Introduction, High-Risk Skin Cancer. 介绍:高危皮肤癌。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.011

Siegrid S Yu

引用次数: 0

Artificial intelligence and dermatology: opportunities, challenges, and future directions. 人工智能与皮肤病学：机遇、挑战和未来方向。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.007

D. Schlessinger, Guillaume Chhor, O. Gevaert, S. Swetter, J. Ko, R. Novoa

引用次数: 24

The role of public challenges and data sets towards algorithm development, trust, and use in clinical practice. 公众挑战和数据集对算法开发、信任和临床实践使用的作用。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.013

Veronica Rotemberg, Allan Halpern, Steven Dusza, Noel Cf Codella

{"title":"The role of public challenges and data sets towards algorithm development, trust, and use in clinical practice.","authors":"Veronica Rotemberg, Allan Halpern, Steven Dusza, Noel Cf Codella","doi":"10.12788/j.sder.2019.013","DOIUrl":"https://doi.org/10.12788/j.sder.2019.013","url":null,"abstract":"In the past decade, machine learning and artificial intelligence have made significant advancements in pattern analysis, including speech and natural language processing, image recognition, object detection, facial recognition, and action categorization. Indeed, in many of these applications, accuracy has reached or exceeded human levels of performance. Subsequently, a multitude of studies have begun to examine the application of these technologies to health care, and in particular, medical image analysis. Perhaps the most difficult subdomain involves skin imaging because of the lack of standards around imaging hardware, technique, color, and lighting conditions. In addition, unlike radiological images, skin image appearance can be significantly affected by skin tone as well as the broad range of diseases. Furthermore, automated algorithm development relies on large high-quality annotated image data sets that incorporate the breadth of this circumstantial and diagnostic variety. These issues, in combination with unique complexities regarding integrating artificial intelligence systems into a clinical workflow, have led to difficulty in using these systems to improve sensitivity and specificity of skin diagnostics in health care networks around the world. In this article, we summarize recent advancements in machine learning, with a focused perspective on the role of public challenges and data sets on the progression of these technologies in skin imaging. In addition, we highlight the remaining hurdles toward effective implementation of technologies to the clinical workflow and discuss how public challenges and data sets can catalyze the development of solutions.","PeriodicalId":21714,"journal":{"name":"Seminars in cutaneous medicine and surgery","volume":"38 1","pages":"E38-E42"},"PeriodicalIF":0.0,"publicationDate":"2019-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"37206418","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 18

MoleMapper: an application for crowdsourcing mole images to advance melanoma early-detection research. MoleMapper:一个众包痣图像的应用程序，以推进黑色素瘤的早期检测研究。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.001

Tracy Petrie, Ravikant Samatham, Shaun M Goodyear, Dan E Webster, Sancy A Leachman

{"title":"MoleMapper: an application for crowdsourcing mole images to advance melanoma early-detection research.","authors":"Tracy Petrie, Ravikant Samatham, Shaun M Goodyear, Dan E Webster, Sancy A Leachman","doi":"10.12788/j.sder.2019.001","DOIUrl":"https://doi.org/10.12788/j.sder.2019.001","url":null,"abstract":"Advancements in smartphone technologies and the use of specialized health care applications offer an exciting new era to promote melanoma awareness to the public and improve education and prevention strategies. These applications also afford an opportunity to power meaningful research aimed at improving image diagnostics and early melanoma detection. Here, we summarize our experience associated with developing and managing the implementation of MoleMapper™, a research-based application that not only provides an efficient way for users to digitally track images of moles and facilitate skin self-examinations but also provides a platform to crowdsource research participants and the curation of mole images in efforts to advance melanoma research. Obtaining electronic consent, safeguarding participant data, and employing a framework to ensure collection of meaningful data represent a few of the inherent difficulties associated with orchestrating such a wide-scale research enterprise. In this review, we discuss strategies to overcome these and other challenges leading to the implementation of MoleMapper™.","PeriodicalId":21714,"journal":{"name":"Seminars in cutaneous medicine and surgery","volume":"38 1","pages":"E49-E56"},"PeriodicalIF":0.0,"publicationDate":"2019-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"37206420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 7

Atypical Fibroxanthoma. 非典型Fibroxanthoma。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.008

Lance W Chapman, Siegrid S Yu, Sarah T Arron

引用次数: 9

Introduction, Dermatology, Data, and Informatics. 介绍，皮肤病学，数据和信息学。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.012

Roberto Andres Novoa

引用次数: 0

Digital imaging applications and informatics in dermatology. 数字成像在皮肤病学中的应用和信息学。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.006

Felipe Giuste, Juan Carlos Vizcarra, David A Gutman

引用次数: 0

Bioinformatic applications in psoriasis: genetics, transcriptomics, and microbiomics. 生物信息学在牛皮癣中的应用:遗传学、转录组学和微生物组学。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.003

Jason E Parad, Wilson Liao

引用次数: 5

Skinomics, transcriptional profiling approaches to molecular and structural biology of epidermis. 皮肤组学:表皮分子和结构生物学的转录谱分析方法。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.004

Miroslav Blumenberg

引用次数: 2

Pharmacogenomics in dermatology: tools for understanding gene-drug associations. 皮肤病学中的药物基因组学:理解基因-药物关联的工具。

Seminars in cutaneous medicine and surgery Pub Date : 2019-03-01 DOI: 10.12788/j.sder.2019.009

Roxana Daneshjou, Rachel Huddart, Teri E Klein, Russ B Altman

引用次数: 3