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Using deep learning for dermatologist-level detection of suspicious pigmented skin lesions from wide-field images

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Science Translational Medicine  17 Feb 2021:
Vol. 13, Issue 581, eabb3652
DOI: 10.1126/scitranslmed.abb3652

Article Information

vol. 13 no. 581

PubMed: 
Print ISSN: 
Online ISSN: 
History: 
  • Received for publication March 2, 2020
  • Resubmitted August 17, 2020
  • Accepted for publication January 8, 2021
  • .

Author Information

  1. Luis R. Soenksen1,2,3,4,5,*,
  2. Timothy Kassis6,
  3. Susan T. Conover2,
  4. Berta Marti-Fuster2,5,
  5. Judith S. Birkenfeld2,5,
  6. Jason Tucker-Schwartz2,5,
  7. Asif Naseem2,5,
  8. Robert R. Stavert7,8,9,
  9. Caroline C. Kim10,11,
  10. Maryanne M. Senna9,12,
  11. José Avilés-Izquierdo13,
  12. James J. Collins2,3,4,6,14,15,
  13. Regina Barzilay16,17 and
  14. Martha L. Gray2,4,5,17
  1. 1Department of Mechanical Engineering, Massachusetts Institute of Technology, 77 Massachusetts Ave, Cambridge, MA 02139, USA.
  2. 2Institute for Medical Engineering and Science, Massachusetts Institute of Technology, 77 Massachusetts Ave, Cambridge, MA 02139, USA.
  3. 3Wyss Institute for Biologically Inspired Engineering, Harvard University, 3 Blackfan Cir, Boston, MA 02115, USA.
  4. 4Harvard-MIT Program in Health Sciences and Technology, Cambridge, MA 02139, USA.
  5. 5MIT linQ, Massachusetts Institute of Technology Cambridge, MA 02148, USA.
  6. 6Department of Biological Engineering, Massachusetts Institute of Technology, 77 Massachusetts Ave, Cambridge, 02139, MA, USA.
  7. 7Division of Dermatology, Cambridge Health Alliance, 1493 Cambridge Street, Cambridge, MA 02139, USA.
  8. 8Department of Dermatology, Beth Israel Deaconess Medical Center, 330 Brookline Ave, Boston, MA 02215, USA.
  9. 9Department of Dermatology, Harvard Medical School, 25 Shattuck St, Boston, MA 02115, USA.
  10. 10Pigmented Lesion Program, Newton Wellesley Dermatology Associates, 65 Walnut Street Suite 520 Wellesley Hills, MA 02481, USA.
  11. 11Department of Dermatology, Tufts Medical Center, 260 Tremont Street Biewend Building, Boston, MA 02116, USA.
  12. 12Department of Dermatology, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114
  13. 13Department of Dermatology, Hospital General Universitario Gregorio Marañón, Calle del Dr. Esquerdo 46, 28007 Madrid, Spain.
  14. 14Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
  15. 15School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA.
  16. 16Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, 77 Massachusetts Ave, Cambridge, MA 02139, USA.
  17. 17Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology Cambridge, MA 02148, USA.
  1. *Corresponding author. Email: soenksen{at}mit.edu

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