Michael Abramoff

American researcher and businessman

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Michael Abràmoff

Dr. Abramoff.jpg

Abramoff, 2018

Digital Diagnostics [1]| Founder and Executive Chairman

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Michael David Abràmoff (born 1963) is an American neuroscientist, ophthalmologist, fellowship trained vitreoretinal surgeon, computer engineer, and entrepreneur. He is the Watzke Professor of Ophthalmology and Visual Sciences at the Roy J. and Lucille A. Carver College of Medicine at the University of Iowa.[2] Abràmoff is the Founder and Executive Chairman of Digital Diagnostics (fka. IDx Technologies, Inc.), of Coralville, Iowa, which was named one of the “150 Most Promising Digital Health Companies of 2022” by CB Insights.[3]

## Early life and education[edit]

Abràmoff was born in Rotterdam, the Netherlands, and receive­d his MD and MS (information theory) from the University of Amsterdam.[4] Abràmoff was a research fellow in the Neural Networks lab at RIKEN, Tokyo, Japan. He was Director of R&D at Prodix SA, an image analysis company in Paris, France.  Abràmoff completed his ophthalmology residency at the University of Utrecht Academic Hospital, and his vitreoretinal surgery fellowship at Vrije Universiteit in Amsterdam.  Abràmoff did his graduate research, leading to a Ph.D. in machine learning, at the University of Utrecht.[5]

## Scientific and medical career[edit]

Abràmoff is the author of over 495 peer-reviewed research articles,[6] and his work has been cited over 45,000 times, leading to an h-index of 77 and over 600 articles listed on Google Scholar.[7] Abràmoff is inventor on over 60 US and international patents and patent applications primarily related to machine learning, artificial intelligence (AI) and imaging[8] Abràmoff was one of the early developers of ImageJ, the Java-based image processing program with millions of downloads. Abràmoff was the initiator behind the Iowa Reference Algorithms, a series of publicly available reference algorithms for OCT segmentation.[9]

Abràmoff has been a strong proponent of the theory that diabetes complications in the eye and brain are neural, not vascular, in origin,[10] based on his team’s earlier finding that microvascular biomarkers of diabetic damage in the retina only occur after neurodegenerative changes.[11] Additionally, Abràmoff has been part of the Moonshot team (formally known as Restoring Vision: A JDRF Moonshot Initiative) from the outset.[12] Abràmoff started working on autonomous AI for diagnosis of (retinal diseases) during his residency in 1997, which led to the publishing of Low Level Screening of Exudates and Hemorrhages in Background Diabetic Retinopathy in 2000 and many other papers .[13] This research led to him receiving the nickname "The Retinator" in an Ophthalmology Times editorial in 2010,[14] referring to the work he had done to create the first autonomous AI diagnostic system. Roughly a decade later, the medical community’s stance on healthcare AI had evolved, as evidenced by a 2019 American Medical Association (AMA) article on Abràmoff, titled This Ophthalmologist is Doing Health Care AI the Right Way.[15]

Abràmoff began working with regulators, such as the FDA, in 2010 to develop a process by which to introduce autonomous AI in healthcare. During that time, with his coworkers he developed “metrics for ethics” as a concept, as well as an ethical framework for healthcare AI, which led to an ongoing series of papers published through the Foundational Principles of Algorithmic Interpretation workgroup.[16][17]

After working closely with FDA for over 8 years under this ethical framework,[18] de novo clearance was granted to the autonomous AI product, IDx-DR (now LumineticsCore™) on April 18, 2018, created by the company Abràmoff founded in 2010, Digital Diagnostics (formerly IDx) of Coralville Iowa.[19] That marked the first time in history that an autonomous diagnostic platform was cleared by the FDA in any field of medicine,[19] so that patients could legally be diagnosed by a computer rather than by a human (physician). Abràmoff credits this achievement as well the subsequent national reimbursement, coding, and quality measurement, as well as widespread support by all healthcare stakeholders, on the ethical framework for AI in healthcare.[20] This work continues in close collaboration with both FDA and other US and international regulatory authorities as well as CMS and other payor organizations including publication of an ethically founded AI reimbursement framework.[20]

Abràmoff is a founding member of FDA’s Collaborative Community on Ophthalmic Imaging (CCOI), which was formed in 2019.[21] Abràmoff also chairs the Foundational Principles of Ophthalmic Imaging and Algorithmic Interpretation (FPOAI) Workgroup.[17] In 2019, Abràmoff founded the AI Healthcare Coalition[22] and serves as Executive Secretary, focusing on the policy implications of healthcare AI.

## Business career[edit]

Abràmoff founded three companies, EyeCheck, a teleretinal diabetic retinopathy screening company in Amsterdam, the Netherlands,[23] and i-Optics, an ophthalmic device company. [24]

In 2010, Abràmoff founded IDx Technologies, Inc., which has since rebranded as Digital Diagnostics[2] of which he is currently Executive Chairman.

In October 2017, in a Congressional Briefing sponsored by the Science Coalition, Abràmoff joined a panel of companies that, like Digital Diagnostics (then IDx), spun out of U.S. research universities. The panelists highlighted to lawmakers the value of putting federal funds toward academic research.[25]

In January 2018, the results of a pivotal clinical trial, for the first autonomous AI in primary care were submitted to FDA,[26] exceeding its pre-specified superiority endpoints for diagnostic accuracy. FDA assigned the LumineticsCore (then IDx-DR) system breakthrough device status for expedited review. In April 2018 FDA granted De Novo authorization to market this product in the US.[27]

Abràmoff has been dubbed a "Renaissance Man" by Retina Physician [28] for creating a simple and more efficient process of autonomous AI for the retina that is in the best interest of the patient. [29]

In 2018, Abràmoff testified for the Federal Trade Commission on AI Predictive Analytics Through Real World Applications.[30]

In 2022, Abràmoff co-authored, A Reimbursement Framework for Artificial Intelligence in Healthcare,[20] culminating years of research. The paper served as a catalyst for several advancements in the healthcare sector preceding its release and has continued to influence developments thereafter, including:

* The creation of CPT® category I code, 92229, by the Editorial Panel of the American Medical Association (AMA), allowing, for the first time, automated diagnosis of diabetic retinopathy. [31]
* An update to the American Diabetes Association’s (ADA) Standards of Care, declaring AI systems an alternative to traditional eye exams for people with diabetes. [32]
* An update to the Healthcare Effectiveness Data and Information Set (HEDIS), supporting the use of autonomous AI for eye exams for people with diabetes. [33]
* Coverage of CPT® code 92229 by the Centers for Medicare and Medicaid Services (CMS). [34]
* The publication of Foundational Considerations for Artificial Intelligence Using Ophthalmic Images, which was co-authored by Abramoff and established a foundation for the implementation and measurement of ethically founded autonomous AI in healthcare.[17]
* An update to the language regarding CPT® code 92229 by CMS, replacing “automated diagnosis” with “autonomous diagnosis” when referring to retina imaging.[35]

## Personal life[edit]

Outside of the world of medicine and science, Abràmoff served as an interviewer for Spielberg's Shoah Visual History Project.[36] He contributed to the Vance Integral Edition. [37]

## Honors[edit]

* 2022 AI Champion Award 2022, Artificial Intelligence in Medicine (AIMed)[38]
* 2022 Gold Fellow, Association for Research in Vision and Ophthalmology (ARVO)[39]
* 2020 University of Iowa Faculty/Staff Startup of the Year Award[40]
* 2020 MedTech Breakthrough Award: Best New Technology Award - Diabetes Management[41]
* 2020 Named in James Gardner's keynote address Key persons who have advanced the understanding of diabetic retinopathy to the Societa' Oftalmologica Italiana
* 2019 Fellow, Institute of Electrical and Electronics Engineers (IEEE)[42]
* 2019 CB Insights AI Top 150 list[43]
* 2019 America's Cultivation Corridor, Iowa Biotech Leader Award[44]
* 2019 Ophthalmologist Top 10 Powerlist of Top Inventors[45]
* 2018 UI Carver College of Medicine Wall of Scholarship[46]
* 2018 Discover and Innovation Award, University of Iowa Research Foundation[47]
* 2018 Silver Fellow, Association for Research in Vision and Ophthalmology (ARVO)[48]
* 2016 Investiture, Robert C. Watzke Retinal Research Professorship
* 2016 Charles D. Phelps Memorial Award for Glaucoma Research[49]
* 2013 Young Investigator Award, Macula Society[50]
* 2011 President's Innovation Award, American Telemedicine Association[51]
* 2010 Senior Member, Institute of Electrical and Electonics Engineers (IEEE)
* 2010 Sessions Chair, World Ophthalmology Congress, Berlin, Germany
* 2010 Achievement Award, American Academy of Ophthalmology
* 2010 Winner, John Pappajohn Iowa Business Plan Competition
* 2010 Winner, University of Iowa Entrepreneurial Center Elevator Pitch Competition (with Dr James Folk)
* 2008 Annual Medical Education Award, University of Iowa
* 2004 P.J. Leinfelder Award. Best seminar delivery by a fellow: "Functional imaging of the retina.” Sponsored by Department of Ophthalmology and Visual Sciences, University of Iowa.
* 2003 PG Binkhorst Award, "Objective Measurement of Motion in the Orbit"
* 2002 3M-Jonkers Award and Medal of Honor. Best scientific publication over preceding 3 years. "Rectus extraocular muscle paths and decompression surgery for Graves orbitopathy: mechanism of motility disturbances" Sponsored by 3M-Jonkers Foundation.
* 2001 New Venture Award, McKinsey Inc. / Verbond Nederlandse Ondernemers, Award for Best Business plan, Netherlands
* 2002 3M-Jonkers Award[39]
* 1998 Mielet-van Coehoorn Foundation Award
* 1997 F.P. Fischer Foundation Award
* 1996 RSNA Cum Laude Award, Congress of the Radiological Society of North America [52]
* 1990 Peter Reichertz Prize for best young researcher, European Federation for Medical Informatics
* 1989 Science and Technology Agency (STA) Postdoctoral Fellowship Award, Ministry of Education, Tokyo, Japan

## Selected publications[edit]

* T.Y. ALVIN LIU, HUANG, J., LEHMANN, H., WOLF, R. M., ROOMASA CHANNA, & ABRÀMOFF, M. D. (2023). 261-OR: Autonomous Artificial Intelligence (AI) Testing for Diabetic Eye Disease (DED) Closes Care Gap and Improves Health Equity on a Systems Level. 72(Supplement_1). https://doi.org/10.2337/db23-261-or
* Abràmoff, M.D.; Tobey, D.; Cher, D. (June 2020). "Lessons Learned About Autonomous AI: Finding a Safe, Efficacious, and Ethical Path Through the Development Process". Am J Ophtahl. 214: 134–142. doi:10.1016/j.ajo.2020.02.022. PMID 32171769.
* Abràmoff, M.D.; Lavin, P.T.; Birch, M; Shah, N.; Folk, J.C. (August 2018). "Pivotal trial of an autonomous AI-based diagnostic system for detection of diabetic retinopathy in primary care offices". npj Digital Medicine. 1 (1): 39. doi:10.1038/s41746-018-0040-6. PMC 6550188. PMID 31304320.
* Parekh, Prashant K; Folk, James C; Gupta, Priya; Russell, Stephen R; Sohn, Elliott H; Abràmoff, Michael D. (March 2018). "Fluorescein Angiography Does Not Alter the Initial Clinical Management of Choroidal Neovascularization in Age-Related Macular Degeneration". Ophthalmology Retina. 2 (7): 659–666. doi:10.1016/j.oret.2018.01.002. PMC 7055156. PMID 31047374.
* Shah, Abhay; Lynch, Stephanie; Niemeijer, Meindert; Amelon, Ryan; Clarida, Warren; Folk, James; Russell, Stephen; Wu, Xiaodong; Abramoff, Michael David (April 2018). "Susceptibility to Misdiagnosis of Adversarial Images by Deep Learning Based Retinal Image Analysis Algorithms". Proceedings, IEEE International Symposium on Biomedical Imaging. IN PRESS.
* Lynch, Stephanie K.; Abràmoff, Michael D. (2017). "Diabetic retinopathy is a neurodegenerative disorder". Vision Research. 139: 101–107. doi:10.1016/j.visres.2017.03.003. PMC 5659971. PMID 28408138.
* Abràmoff, MD; Lou, Y; Erginay, A; Clarida, W; Amelon, R; Folk, JC; Niemeijer, M (2016). "Improved Automated Detection of Diabetic Retinopathy on a Publicly Available Dataset Through Integration of Deep Learning". Invest Ophthalmol Vis Sci. 57 (13): 5200–5206. doi:10.1167/iovs.16-19964. PMID 27701631.
* Sohn, EH; van Dijk, HW; Jiao, C; Kok, PH; Jeong, W; Demirkaya, N; Garmager, A; Wit, F; Kucukevcilioglu, M; van Velthoven, ME; DeVries, JH; Mullins, RF; Kuehn, MH; Schlingemann, RO; Sonka, M; Verbraak, FD; Abràmoff, MD (2016). "Retinal neurodegeneration may precede microvascular changes characteristic of diabetic retinopathy in diabetes mellitus". Proc Natl Acad Sci U S A. 113 (19): E2655–E2664. Bibcode:2016PNAS..113E2655S. doi:10.1073/pnas.1522014113. PMC 4868487. PMID 27114552.
* Abràmoff, MD; Folk, JC; Han, DP; Walker, JD; Williams, DF; Russell, SR; et al. (2013). "Automated analysis of retinal images for detection of referable diabetic retinopathy". JAMA Ophthalmol. 131 (3): 351–357. doi:10.1001/jamaophthalmol.2013.1743. PMID 23494039.
* Niemeijer, M; van Ginneken, B; Cree, MJ; Mizutani, A; Quellec, G; Sanchez, CI; Zhang, B; Hornero, R; Lamard, M; Muramatsu, C; Wu, XQ; Cazuguel, G; You, J; Mayo, A; Li, Q; Hatanaka, Y; Cochener, B; Roux, C; Karray, F; Garcia, M; Fujita, H; Abramoff, MD (2010). "Retinopathy Online Challenge: Automatic Detection of Microaneurysms in Digital Color Fundus Photographs". IEEE Trans Med Imaging. 29 (1): 185–195. CiteSeerX 10.1.1.608.3699. doi:10.1109/tmi.2009.2033909. PMID 19822469. S2CID 13770952.
* Abramoff, Michael D; Garvin, Mona K; Sonka, Milan (2010). "Retinal Imaging and Image Analysis". IEEE Reviews in Biomedical Engineering. 3: 169–208. doi:10.1109/RBME.2010.2084567. PMC 3131209. PMID 22275207.
* Garvin, MK; Abramoff, MD; Wu, X; Russell, SR; Burns, TL; Sonka, M (2009). "Automated 3-D Intraretinal Layer Segmentation of Macular Spectral-Domain Optical Coherence Tomography Images". IEEE Trans Med Imaging. 28 (9): 1436–1347. doi:10.1109/TMI.2009.2016958. PMC 2911837. PMID 19278927.
* Garvin, MK; Abramoff, MD; Kardon, R; Russell, SR; Wu, X; Sonka, M (2008). "Intraretinal layer segmentation of macular optical coherence tomography images using optimal 3-D graph search". IEEE Trans Med Imaging. 27 (10): 1495–1505. doi:10.1109/TMI.2008.923966. PMC 2614384. PMID 18815101.
* Niemeijer, M; van Ginneken, B; Russell, SR; Suttorp-Schulten, MS; Abramoff, MD (2007). "Automated detection and differentiation of drusen, exudates, and cotton-wool spots in digital color fundus photographs for diabetic retinopathy diagnosis". Invest Ophthalmol Vis Sci. 48 (5): 2260–2267. doi:10.1167/iovs.06-0996. PMC 2739583. PMID 17460289.
* Niemeijer, M; van Ginneken, B; Staal, J; Suttorp-Schulten, MS; Abràmoff, MD (2005). "Automatic detection of red lesions in digital color fundus photographs". IEEE Trans Med Imaging. 24 (5): 584–592. doi:10.1109/tmi.2005.843738. PMID 15889546. S2CID 15175837.
* Niemeijer, M; Staal, J; Van Ginneken, B; Loog, M; Abràmoff, Michael D (2004). Fitzpatrick, J. Michael; Sonka, Milan (eds.). "Comparative study of retinal vessel segmentation methods on a new publicly available database". Proc SPIE Med Imag. Medical Imaging 2004: Image Processing. 5307: 648–656. Bibcode:2004SPIE.5370..648N. doi:10.1117/12.535349. S2CID 43922199.
* Abramoff, Michael D (2004). "Image processing with ImageJ" (PDF). Biophotonics International. 11 (7): 36–42.
* Abràmoff MD, Blodi B, Folk JC. Autonomous AI confers patient level clinical outcome of diabetic retinopathy and macular edema. (Proceedings Macula Society, Virtual) February 7, 2021)
* Char, D. S., Abràmoff, M. D., & Feudtner, C. (2020). Identifying Ethical Considerations for Machine Learning Healthcare Applications. The American Journal of Bioethics, 20(11), 7–17. https://doi.org/10.1080/15265161.2020.1819469
* Guo, Z., Kwon, Y. H., Lee, K., Wang, K., Wahle, A., Alward, W. L. M., Fingert, J. H., Bettis, D. I., Johnson, C. A., Garvin, M. K., Sonka, M., & Abràmoff, M. D. (2017). Optical Coherence Tomography Analysis Based Prediction of Humphrey 24-2 Visual Field Thresholds in Patients With Glaucoma. Investigative Opthalmology & Visual Science, 58(10), 3975. https://doi.org/10.1167/iovs.17-21832
* Hansen, M. B., Abràmoff, M. D., Folk, J. C., Mathenge, W., Bastawrous, A., & Peto, T. (2015). Results of Automated Retinal Image Analysis for Detection of Diabetic Retinopathy from the Nakuru Study, Kenya. PLOS ONE, 10(10), e0139148. https://doi.org/10.1371/journal.pone.0139148
* Bogunović, H., Kwon, Y. H., Rashid, A., Lee, K., Critser, D. B., Garvin, M. K., Sonka, M., & Abràmoff, M. D. (2015). Relationships of Retinal Structure and Humphrey 24-2 Visual Field Thresholds in Patients With Glaucoma. Investigative Ophthalmology & Visual Science, 56(1), 259–271. https://doi.org/10.1167/iovs.14-15885
* Lee, K. (2012). Distribution of Damage to the Entire Retinal Ganglion Cell Pathway. Archives of Ophthalmology, 130(9), 1118. https://doi.org/10.1001/archophthalmol.2012.669
* Staal, J., Abramoff, M. D., Niemeijer, M., Viergever, M. A., & van Ginneken, B. (2004). Ridge-Based Vessel Segmentation in Color Images of the Retina. IEEE Transactions on Medical Imaging, 23(4), 501–509. https://doi.org/10.1109/tmi.2004.825627
* Abramoff MD, Staal J, Suttorp MSA, Polak BC, Viergever MA. Low level screening of exudates and haemorrhages in background diabetic retinopathy. Proceedings of the 1st International Workshop on Computer Assisted Fundus Image Analysis. Copenhagen, Denmark, May 29–30, 2000: 15.

## References[edit]

1. ^ Digital Diagnostics
2. ^ a b "Michael D. Abramoff, MD, PhD | Department of Ophthalmology and Visual Sciences". medicine.uiowa.edu. Retrieved 2023-10-25.
3. ^ "The Digital Health 150: The most promising digital health companies of 2022". CB Insights Research. Retrieved 2023-10-25.
4. ^ "Michael Abramoff | Department of Ophthalmology and Visual Sciences". medicine.uiowa.edu. Retrieved 2023-10-25.
5. ^ Abramoff, M. D. (2001-09-20). "Objective measurement of motion in the orbit". dspace.library.uu.nl. Retrieved 2023-10-25.
6. ^ "ORCID". orcid.org. Retrieved 2023-10-25.
7. ^ "Michael D. Abramoff". scholar.google.com. Retrieved 2023-10-25.
8. ^ "Patent Public Search Basic | USPTO. (n.d.). Ppubs.uspto.gov".
9. ^ "Iowa Reference Algorithms: Human and Murine OCT Retinal Layer Analysis and Display | Iowa Institute for Biomedical Imaging - The University of Iowa". iibi.uiowa.edu. Retrieved 2023-10-25.
10. ^ Lynch, Stephanie K.; Abràmoff, Michael D. (2017-10-01). "Diabetic retinopathy is a neurodegenerative disorder". Vision Research. Diabetic Retinopathy - an Overview. 139: 101–107. doi:10.1016/j.visres.2017.03.003. ISSN 0042-6989. PMC 5659971. PMID 28408138.
11. ^ Sohn, Elliott H.; van Dijk, Hille W.; Jiao, Chunhua; Kok, Pauline H. B.; Jeong, Woojin; Demirkaya, Nazli; Garmager, Allison; Wit, Ferdinand; Kucukevcilioglu, Murat; van Velthoven, Mirjam E. J.; DeVries, J. Hans; Mullins, Robert F.; Kuehn, Markus H.; Schlingemann, Reinier Otto; Sonka, Milan (2016-05-10). "Retinal neurodegeneration may precede microvascular changes characteristic of diabetic retinopathy in diabetes mellitus". Proceedings of the National Academy of Sciences. 113 (19). doi:10.1073/pnas.1522014113. ISSN 0027-8424. PMC 4868487. PMID 27114552.
12. ^ "JDRF and The Mary Tyler Moore & S. Robert Levine, MD Charitable Foundation Launch Research Moonshot to Restore Vision in People with Diabetes-Related Eye Disease". StreetInsider.com. Retrieved 2023-10-25.
13. ^ Abramoff MD, Staal J, Suttorp MSA, Polak BC, Viergever MA. Low level screening of exudates and hemorrhages in background diabetic retinopathy. Proceedings of the 1st International Workshop on Computer Assisted Fundus Image Analysis. Copenhagen, Denmark, May 29–30, 2000: 15.
14. ^ "Revenge of the machines". Ophthalmology Times. 2010-07-01. Retrieved 2023-10-25.
15. ^ "This ophthalmologist is doing health care AI the right way". American Medical Association. 2019-08-08. Retrieved 2023-10-25.
16. ^ "Collaborative Community on Ophthalmic Imaging Foundation". cc-oi.org. Retrieved 2023-10-25.
17. ^ a b c Abràmoff, Michael D.; Cunningham, Brad; Patel, Bakul; Eydelman, Malvina B.; Leng, Theodore; Sakamoto, Taiji; Blodi, Barbara; Grenon, S. Marlene; Wolf, Risa M.; Manrai, Arjun K.; Ko, Justin M.; Chiang, Michael F.; Char, Danton; Abramoff, Michael; Blumenkranz, Mark (February 2022). "Foundational Considerations for Artificial Intelligence Using Ophthalmic Images". Ophthalmology. 129 (2): e14–e32. doi:10.1016/j.ophtha.2021.08.023. ISSN 0161-6420. PMC 9175066. PMID 34478784.
18. ^ Abràmoff, Michael D.; Tobey, Danny; Char, Danton S. (3-12-2020). "Lessons Learned About Autonomous AI: Finding a Safe, Efficacious, and Ethical Path Through the Development Process". American Journal of Ophthalmology. 214: 134–142. doi:10.1016/j.ajo.2020.02.022. ISSN 0002-9394. `{{cite journal}}`: Check date values in: `|date=` (help)
19. ^ a b Commissioner, Office of the (2020-03-24). "FDA permits marketing of artificial intelligence-based device to detect certain diabetes-related eye problems". FDA. Retrieved 2023-10-25.
20. ^ a b c Abràmoff, Michael D.; Roehrenbeck, Cybil; Trujillo, Sylvia; Goldstein, Juli; Graves, Anitra S.; Repka, Michael X.; Silva III, Ezequiel “Zeke” (2022-06-09). "A reimbursement framework for artificial intelligence in healthcare". npj Digital Medicine. 5 (1): 1–6. doi:10.1038/s41746-022-00621-w. ISSN 2398-6352. PMC 9184542. PMID 35681002.
21. ^ "Speakers & Panelists - Collaborative Community on Ophthalmic Imaging Foundation". cc-oi.org. Retrieved 2023-10-25.
22. ^ "Members". AI Healthcare Coalition. Retrieved 2023-10-30.
23. ^ Bassant, Eric (May 4, 2002). "Bureaucratie frustreert initiatief e-health". Het Financieele Dagblad, p.4.
24. ^ Bassant, Eric (May 4, 2002). "Bureaucratie frustreert initiatief e-health". Het Financieele Dagblad, p.4.
25. ^ Ophthalmology, University of Iowa (2017-10-30), UI physician briefs Congress on how research spurs economy, retrieved 2023-10-25
26. ^ "A Breakthrough in Diagnosing Diabetic Retinopathy". JDRF. 2018-02-05. Retrieved 2023-10-25.
27. ^ "The Association for Research in Vision and Ophthalmology-". www.arvo.org. Retrieved 2023-10-25.
28. ^ Helzner, Jerry (July 1, 2018). "Conversations in Retina: A Conversation With Michael Abramoff, MD, PhD – Automating the screening process for diabetic retinopathy". www.retinalphysician.com. Retrieved 2023-10-25.
29. ^ "HIStalk Interviews Michael Abramoff, MD, PhD, President, IDx – HIStalk". histalk2.com. Retrieved 2023-10-25.
30. ^ "FTC hearing: Not all AI is created equal, so safety and validation are critical". Healthcare IT News. 2018-11-14. Retrieved 2023-10-25.
31. ^ "AMA releases 2021 CPT code set". American Medical Association. 2020-09-01. Retrieved 2023-10-25.
32. ^ "11. Microvascular Complications and Foot Care: Standards of Medical Care in Diabetes−2020". Diabetes Care. 43 (Supplement_1): S135–S151. 2019-12-16. doi:10.2337/dc20-s011. ISSN 0149-5992.
33. ^ Healthcare Effectiveness Data and Information Set (HEDIS). HEDIS MEASUREMENT YEAR 2020 & MEASUREMENT YEAR 2021 VOLUME 2.
34. ^ Centers for Medicare & Medicaid Services (CMS), Health and Human Services (HHS). Medicare Program; CY 2022 Payment Policies under the Physician Fee Schedule and Other Changes to Part B Payment Policies; Medicare Shared Savings Program Requirements; Provider Enrollment Regulation Updates; and Provider and Supplier Prepayment and Post-payment Medical Review Requirements. Federal Register, 11/19/2021. https://public-inspection.federalregister.gov/2021-23972.pdf
35. ^ CPMA, Mary Pat Johnson, COMT, CPC, COE. "The 2023 Coding and Reimbursement Update". www.reviewofophthalmology.com. Retrieved 2023-10-25.`{{cite web}}`: CS1 maint: multiple names: authors list (link)
36. ^ Hoogendiuk, Oeke (May 24, 1996). "Zo groot, mooi en toegankelijk [So big, beautiful and accessible]". NIW: Nieuw Israelietisch Weekblad. 26(131): 26 (Steven Spielbergs Project pp 15-26).
37. ^ His son, Nathan Abrámoff, is the Group 3 Commander at the United States Air Force Academy. The Vance Integral Editionthe original
38. ^ May, Alexis (2021-12-08). "AI Champions Awards finalists announced". AIMed. Retrieved 2023-10-25.
39. ^ a b "The Association for Research in Vision and Ophthalmology- All ARVO Fellows". www.arvo.org. Retrieved 2023-10-25.
40. ^ "Iowa Honors Seven Leading Business Innovators | University of Iowa Center for Advancement". www.foriowa.org. Retrieved 2023-10-25.
41. ^ "2020 Winners". MedTech Breakthrough. Retrieved 2023-10-25.
42. ^ "Three University of Iowa faculty members named IEEE Fellows | College of Engineering - The University of Iowa". engineering.uiowa.edu. Retrieved 2023-10-25.
43. ^ "CB Insights Research". CB Insights Research. Retrieved 2023-10-25.
44. ^ WRITER, KATE HAYDEN | STAFF (2019-05-01). "IDx CEO Abramoff receives 2019 Cultivation Corridor Iowa Biotech Leader award". innovationIOWA. Retrieved 2023-10-25.
45. ^ "The Power List 2019". The Ophthalmologist. 2023-11-10. Retrieved 2023-10-25.
46. ^ "Wall of Scholarship 2018 Honorees | Carver College of Medicine". medicine.uiowa.edu. Retrieved 2023-10-25.
47. ^ Awards program honors university researchers and innovators | Office of the Vice President for Research - The University of Iowa. (n.d.). Research.uiowa.edu. Retrieved July 27, 2023, from https://research.uiowa.edu/news/2019/05/awards-program-honors-university-researchers-+and-innovators
48. ^ The Association for Research in Vision and Ophthalmology- 2018 ARVO Fellows. (n.d.). Www.arvo.org. Retrieved July 27, 2023, from https://www.arvo.org/awards-grants-and-fellowships/arvo-fellows/2018-fellows/
49. ^ "Charles D. Phelps Memorial Award | Department of Ophthalmology and Visual Sciences". medicine.uiowa.edu. Retrieved 2023-10-25.
50. ^ "Young Investigator Award". maculasociety.org. Retrieved 2023-10-25.
51. ^ ATA. (n.d.). ATA2020 Annual Awards. Info.americantelemed.org. Retrieved July 27, 2023, from https://info.americantelemed.org/ata2020-annual-awards
52. ^ Jongkind, Liesbeth (1997). "Ik zie wat jij niet ziet". SCAN: Uitgave van het Medisch Netwerk Utrecht (2): 22–23. ISSN 1385-2167.

## External links[edit]

* Michael Abramoff at the Roy J. and Lucille A. Carver College of Medicine

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