{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T18:33:43Z","timestamp":1790793223300,"version":"4.1.0"},"reference-count":24,"publisher":"Wiley","issue":"6","license":[{"start":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T00:00:00Z","timestamp":1559088000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"},{"start":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T00:00:00Z","timestamp":1559088000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Skin Res Technol"],"published-print":{"date-parts":[[2019,11]]},"DOI":"10.1111\/srt.12726","type":"journal-article","created":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T12:07:55Z","timestamp":1559131675000},"page":"815-820","source":"Crossref","is-referenced-by-count":69,"title":["Data augmentation in dermatology image recognition using machine learning"],"prefix":"10.1111","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7549-8876","authenticated-orcid":false,"given":"st Lt. Pushkar","family":"Aggarwal","sequence":"first","affiliation":[{"name":"University of Cincinnati; Cincinnati Ohio"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2019,5,29]]},"reference":[{"issue":"5","key":"10.1111\/srt.12726-BIB0001|srt12726-cit-0001","doi-asserted-by":"crossref","first-page":"958","DOI":"10.1016\/j.jaad.2016.12.043","article-title":"The burden of skin disease in the United States","volume":"76","author":"Lim","year":"2017","journal-title":"J Am AcadDermatol"},{"key":"10.1111\/srt.12726-BIB0002|srt12726-cit-0002","unstructured":"Industry Trends Indicate A Shortage of Dermatologists The Florida Society of Dermatology & Dermatologic Surgery https:\/\/fsdds.org\/industry-trends-indicate-a-shortage-of-dermatologists\/"},{"issue":"10","key":"10.1111\/srt.12726-BIB0003|srt12726-cit-0003","doi-asserted-by":"crossref","first-page":"1303","DOI":"10.1001\/archderm.137.10.1303","article-title":"Waiting times to see a dermatologist are perceived as too long by dermatologists: implications for the dermatology workforce","volume":"137","author":"Suneja","year":"2001","journal-title":"Arch Dermatol"},{"key":"10.1111\/srt.12726-BIB0004|srt12726-cit-0004","doi-asserted-by":"crossref","first-page":"47","DOI":"10.2147\/RMHP.S12985","article-title":"Benefits and drawbacks of electronic health record systems","volume":"4","author":"Menachemi","year":"2011","journal-title":"Risk ManagHealthc Policy"},{"issue":"1","key":"10.1111\/srt.12726-BIB0005|srt12726-cit-0005","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1197\/jamia.M3285","article-title":"The impact of computerized provider order entry on medication errors in a multispecialty group practice","volume":"17","author":"Devine","year":"2010","journal-title":"J Am Med Inform Assoc"},{"issue":"2","key":"10.1111\/srt.12726-BIB0006|srt12726-cit-0006","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/S0002-9343(98)00410-0","article-title":"A randomized trial of a computer-based intervention to reduce utilization of redundant laboratory tests","volume":"106","author":"Bates","year":"1999","journal-title":"Am J Med"},{"key":"10.1111\/srt.12726-BIB0007|srt12726-cit-0007","unstructured":"Biggest Technological Advancements for Healthcare in the Last Decade Becker\u2019s Hospital Review https:\/\/www.beckershospitalreview.com\/healthcare-information-technology\/10-biggest-technological-advancements-for-healthcare-in-the-last-decade.html"},{"key":"10.1111\/srt.12726-BIB0008|srt12726-cit-0008","unstructured":"Harris R Synergy Between Nurses And Automation Could Be Key To Finding Sepsis Early https:\/\/www.npr.org\/sections\/health-shots\/2018\/02\/22\/583846656\/synergy-between-nurses-and-automation-could-be-key-to-finding-sepsis-early"},{"issue":"9","key":"10.1111\/srt.12726-BIB0009|srt12726-cit-0009","first-page":"827","article-title":"Machine learning \"red dot\": open-source, cloud, deep convolutional neural networks in chest radiograph binary normality classification","volume":"73","author":"Yates","year":"2018","journal-title":"ClinRadiol"},{"issue":"2","key":"10.1111\/srt.12726-BIB0010|srt12726-cit-0010","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1111\/srt.12622","article-title":"Recent advancement in the early detection of melanoma using computerized tools: An image analysis perspective","volume":"25","author":"Singh","year":"2019","journal-title":"Skin Res Technol"},{"key":"10.1111\/srt.12726-BIB0011|srt12726-cit-0011","unstructured":"Gaille B 23 Dermatology Industry Statistics and Trends. BrandonGaille https:\/\/brandongaille.com\/23-dermatology-industry-statistics-and-trends\/"},{"key":"10.1111\/srt.12726-BIB0012|srt12726-cit-0012","unstructured":"Skin conditions by the numbers American Academy of Dermatology https:\/\/www.aad.org\/media\/stats\/conditions\/skin-conditions-by-the-numbers"},{"key":"10.1111\/srt.12726-BIB0013|srt12726-cit-0013","unstructured":"How to Treat Impetigo and Control This Common Skin Infection US Food and Drug Administration https:\/\/www.fda.gov\/ForConsumers\/ConsumerUpdates\/ucm048837.htm"},{"key":"10.1111\/srt.12726-BIB0014|srt12726-cit-0014","unstructured":"Dermatology Image Library DermNet NZ https:\/\/www.dermnetnz.org\/image-library\/"},{"key":"10.1111\/srt.12726-BIB0015|srt12726-cit-0015","unstructured":"da Silva SF Dermatology Atlas http:\/\/www.atlasdermatologico.com.br\/"},{"key":"10.1111\/srt.12726-BIB0016|srt12726-cit-0016","unstructured":"Verros CD Hellenic Dermatology Atlas http:\/\/www.hellenicdermatlas.com\/en\/"},{"key":"10.1111\/srt.12726-BIB0017|srt12726-cit-0017","unstructured":"Abadi M Barham P Chen J TensorFlow: A system for large-scale machine learning"},{"issue":"1","key":"10.1111\/srt.12726-BIB0018|srt12726-cit-0018","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/j.cels.2016.01.009","article-title":"TensorFlow: biology's gateway to deep learning?","volume":"2","author":"Rampasek","year":"2016","journal-title":"Cell Syst"},{"issue":"5","key":"10.1111\/srt.12726-BIB0019|srt12726-cit-0019","doi-asserted-by":"crossref","first-page":"615","DOI":"10.1007\/s10278-016-9910-0","article-title":"Machine learning interface for medical image analysis","volume":"30","author":"Zhang","year":"2016","journal-title":"J Digit Imaging"},{"key":"10.1111\/srt.12726-BIB0020|srt12726-cit-0020","unstructured":"R Core Team R A language and environment for statistical computing R Foundation for Statistical Computing Vienna, Austria http:\/\/www.R-project.org\/"},{"issue":"6","key":"10.1111\/srt.12726-BIB0021|srt12726-cit-0021","doi-asserted-by":"crossref","first-page":"e0177678","DOI":"10.1371\/journal.pone.0177678","article-title":"Optimal classifier for imbalanced data using Matthews Correlation Coefficient metric","volume":"12","author":"Boughorbel","year":"2017","journal-title":"PLoS ONE"},{"key":"10.1111\/srt.12726-BIB0022|srt12726-cit-0022","unstructured":"US National Library of Medicine National Institutes of Health http:\/\/www.ncbi.nlm.nih.gov\/pubmed"},{"issue":"7639","key":"10.1111\/srt.12726-BIB0023|srt12726-cit-0023","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1038\/nature21056","article-title":"Dermatologist-level classification of skin cancer with deep neural networks","volume":"542","author":"Esteva","year":"2017","journal-title":"Nature"},{"issue":"7","key":"10.1111\/srt.12726-BIB0024|srt12726-cit-0024","first-page":"878","article-title":"Deep learning for computational biology","volume":"12","author":"Angermueller","year":"2016","journal-title":"MolSyst Biol"}],"container-title":["Skin Research and Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.wiley.com\/onlinelibrary\/tdm\/v1\/articles\/10.1111%2Fsrt.12726","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/onlinelibrary.wiley.com\/wol1\/doi\/10.1111\/srt.12726\/fullpdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,7,6]],"date-time":"2021-07-06T09:07:21Z","timestamp":1625562441000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/srt.12726"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,29]]},"references-count":24,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2019,11]]}},"URL":"https:\/\/doi.org\/10.1111\/srt.12726","archive":["Portico"],"relation":{},"ISSN":["0909-752X"],"issn-type":[{"value":"0909-752X","type":"print"}],"subject":[],"published":{"date-parts":[[2019,5,29]]}}}