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For: Goyal N, Apolo AB, Berman ED, Bagheri MH, Levine JE, Glod JW, Kaplan RN, Machado LB, Folio LR. ENABLE (Exportable Notation and Bookmark List Engine): an Interface to Manage Tumor Measurement Data from PACS to Cancer Databases. J Digit Imaging 2018;30:275-286. [PMID: 28074302 DOI: 10.1007/s10278-016-9938-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open

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Cited by Other Article(s)

Goldfeiz SI, Knoll M, Jagsi R, Weinstock C, Pennebaker JW, Samuels L, Edelman DC. A Mentored Pathway into the Sciences for Underrepresented Populations: A Newly Crafted Educational Modality for Women Exploring Career Opportunities in Science, Technology, Engineering, Mathematics, and Medicine. Womens Health Rep (New Rochelle) 2020;1:413-423. [PMID: 33786506 PMCID: PMC7784800 DOI: 10.1089/whr.2020.0033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 08/07/2020] [Indexed: 11/10/2022]

Willemink MJ, Koszek WA, Hardell C, Wu J, Fleischmann D, Harvey H, Folio LR, Summers RM, Rubin DL, Lungren MP. Preparing Medical Imaging Data for Machine Learning. Radiology 2020;295:4-15. [PMID: 32068507 PMCID: PMC7104701 DOI: 10.1148/radiol.2020192224] [Citation(s) in RCA: 311] [Impact Index Per Article: 77.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Revised: 12/03/2019] [Accepted: 12/30/2019] [Indexed: 12/19/2022]

Affiliation(s)

Martin J. Willemink From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Wojciech A. Koszek From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Cailin Hardell From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Jie Wu From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Dominik Fleischmann From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Hugh Harvey From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Les R. Folio From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Ronald M. Summers From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Daniel L. Rubin From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)
Matthew P. Lungren From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, S-072, Stanford, CA 94305-5105 (M.J.W., D.F., D.L.R., M.P.L.); Segmed, Menlo Park, Calif (M.J.W., W.A.K., C.H., J.W.); School of Engineering, Stanford University, Stanford, Calif (J.W.); Institute of Cognitive Neuroscience, University College London, London, England (H.H.); Radiology and Imaging Sciences, National Institutes of Health Clinical Center, Bethesda, Md (L.R.F.); Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, National Institutes of Health, Clinical Center, Bethesda, Md (R.M.S.); Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, Calif (D.L.R.); and Stanford Center for Artificial Intelligence in Medicine and Imaging (AIMI), Stanford, Calif (M.P.L.)

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Allen BC, Florez E, Sirous R, Lirette ST, Griswold M, Remer EM, Wang ZJ, Bieszczad JE, Cox KL, Goenka AH, Howard-Claudio CM, Kang HC, Nandwana SB, Sanyal R, Shinagare AB, Henegan JC, Storrs J, Davenport MS, Ganeshan B, Vasanji A, Rini B, Smith AD. Comparative Effectiveness of Tumor Response Assessment Methods: Standard of Care Versus Computer-Assisted Response Evaluation. JCO Clin Cancer Inform 2019;1:1-16. [PMID: 30657391 DOI: 10.1200/cci.17.00026] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open

Abstract

PURPOSE

To compare the effectiveness of metastatic tumor response evaluation with computed tomography using computer-assisted versus manual methods.

MATERIALS AND METHODS

In this institutional review board-approved, Health Insurance Portability and Accountability Act-compliant retrospective study, 11 readers from 10 different institutions independently categorized tumor response according to three different therapeutic response criteria by using paired baseline and initial post-therapy computed tomography studies from 20 randomly selected patients with metastatic renal cell carcinoma who were treated with sunitinib as part of a completed phase III multi-institutional study. Images were evaluated with a manual tumor response evaluation method (standard of care) and with computer-assisted response evaluation (CARE) that included stepwise guidance, interactive error identification and correction methods, automated tumor metric extraction, calculations, response categorization, and data and image archiving. A crossover design, patient randomization, and 2-week washout period were used to reduce recall bias. Comparative effectiveness metrics included error rate and mean patient evaluation time.

RESULTS

The standard-of-care method, on average, was associated with one or more errors in 30.5% (6.1 of 20) of patients, whereas CARE had a 0.0% (0.0 of 20) error rate ( P < .001). The most common errors were related to data transfer and arithmetic calculation. In patients with errors, the median number of error types was 1 (range, 1 to 3). Mean patient evaluation time with CARE was twice as fast as the standard-of-care method (6.4 minutes v 13.1 minutes; P < .001).

CONCLUSION

CARE reduced errors and time of evaluation, which indicated better overall effectiveness than manual tumor response evaluation methods that are the current standard of care.

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Affiliation(s)

Brian C Allen Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Edward Florez Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Reza Sirous Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Seth T Lirette Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Michael Griswold Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Erick M Remer Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Zhen J Wang Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Jacob E Bieszczad Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Kelly L Cox Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Ajit H Goenka Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Candace M Howard-Claudio Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Hyunseon C Kang Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Sadhna B Nandwana Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Rupan Sanyal Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Atul B Shinagare Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
J Clark Henegan Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Judd Storrs Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Matthew S Davenport Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Balaji Ganeshan Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Amit Vasanji Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Brian Rini Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom
Andrew D Smith Brian C. Allen, Duke University Medical Center, Durham, NC; Edward Florez, Reza Sirous, Seth T. Lirette, Michael Griswold, Candace M. Howard-Claudio, J. Clark Henegan, Judd Storrs, and Andrew D. Smith, University of Mississippi Medical Center, Jackson, MS; Erick M. Remer and Brian Rini, The Cleveland Clinic; Amit Vasanji, ImageIQ, Cleveland; Jacob E. Bieszczad, University of Toledo Medical Center, Toledo, OH; Zhen J. Wang, University of California at San Francisco Medical Center, San Francisco, CA; Kelly L. Cox and Sadhna B. Nandwana, Emory University School of Medicine, Atlanta, GA; Ajit H. Goenka, The Mayo Clinic, Rochester, MN; Hyunseon C. Kang, University of Texas MD Anderson Cancer Center, Houston, TX; Rupan Sanyal, University of Alabama at Birmingham Medical Center, Birmingham, AL; Atul B. Shinagare, Dana-Farber Cancer Institute/Brigham and Women's Hospital, Harvard University, Boston, MA; Matthew S. Davenport, University of Michigan Health System, Ann Arbor, MI; and Balaji Ganeshan, University College of London, London, United Kingdom

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Folio LR, Machado LB, Dwyer AJ. Multimedia-enhanced Radiology Reports: Concept, Components, and Challenges. Radiographics 2018. [PMID: 29528822 DOI: 10.1148/rg.2017170047] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]