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        ,        Webiomed https://webiomed.ai / team / igor-korsakov / ikorsakov@webiomed.ai



Eric Topol

DEEP MEDICINE

How Artificial Intelligence

Can Make Healthcare Human Again



 Eric Topol, 2019

    , .   , 2022







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.2. 1.   (,   ),         . :  : B. Singletary et al., Patient Perception About Their Physicians in 2Words: The Good, the Bad, and the Ugly. JAMA Surgery (2017): 152 (12), 11691170.



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            .             ,   :    ,      .     ,   .         ,    [30 - Welch, H. G., Cancer Screening, Overdiagnosis, and Regulatory Capture. JAMA Internal Medicine, 2017. 177 (7): pp. 915916.]




  .


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   ,     (https://www.litres.ru/book/erik-topol/iskusstvennyy-intellekt-v-medicine-kak-umnye-tehnologii-menyaut-66546532/chitat-onlayn/)  .

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notes








1


  (18631952)      .        ,    .   ,    , . .




2


Broyard, A., Intoxicated by My Illness. 2010. New York: Ballantine Books,   .  1.  Ѡ    




3


Califf, R. M., and R. A. Rosati, The Doctor and the Computer. Western Journal of Medicine, 1981 October. 135 (4): pp. 321323. https://www.ncbi.nlm.nih.gov/pmc/ articles/PMC1273186/.




4


  (18811927)  ,              (The Care of the Patient).




5


Sisson, P., Rady Childrens Institute Sets Guinness World Record, San Diego Union Tribune. 2018.




6


  (. 1947)  ,   ,       (Curb Your Enthusiasm)    .




7


Krizhevsky, A., I. Sutskever, and G. Hinton, ImageNet Classification with Deep Convolutional Neural Networks, ACM Digital Library. 2012: NIPS12 Proceedings of the 25th International Conference on Neural Information Processing Systems, pp. 10971105.




8


Topol, E. J., Individualized Medicine from Prewomb to Tomb. Cell, 2014. 157 (1): pp. 241253.




9


Schwartz, W. B., Medicine and the Computer: The Promise and Problems of Change. The New England Journal of Medicine, 1970. 283 (23): pp. 12571264.




10


Peabody, F. W., The Care of the Patient. MS/JAMA, 1927. 88: pp. 877882.  2.  




11


  (. 1968)     , , , .




12


Singh, H., A. N. Meyer, and E. J. Thomas, The Frequency of Diagnostic Errors in Outpatient Care: Estimations from Three Large Observational Studies Involving US Adult Populations. BMJ Quality & Safety, 2014. 23 (9): pp. 727731.




13


Cassel, C. K., and J. A. Guest, Choosing Wisely: Helping Physicians and Patients Make Smart Decisions About Their Care. JAMA, 2012. 307 (17): pp. 18011802; Mason, D. J., Choosing Wisely: Changing Clinicians, Patients, or Policies? JAMA, 2015. 313 (7): pp. 657658; Casarett, D., The Science of Choosing Wisely  Overcoming the Therapeutic Illusion. The New England Journal of Medicine, 2016. 374 (13): pp. 12031205; Choosing Wisely: Five Things Physicians and Patients Should Question, An Initiative of the ABIM Foundation. American Academy of Allergy & Immunology. 2012.




14


Smith-Bindman, R., Use of Advanced Imaging Tests and the Not-So-Incidental Harms of Incidental Findings. JAMA Internal Medicine, 2018. 178 (2): pp. 227228.




15


Casarett, The Science of Choosing Wisely.




16


Brownlee, S., et al., Evidence for Overuse of Medical Services Around the World. The Lancet, 2017. 390 (10090): pp. 156168; Glasziou, P., et al., Evidence for Underuse of Effective Medical Services Around the World. The Lancet, 2017. 390 (10090): pp. 169177; Saini, V., et al., Drivers of Poor Medical Care. The Lancet, 2017. 390 (10090): pp. 178190; Elshaug, A. G., et al., Levers for Addressing Medical Underuse and Overuse: Achieving High-Value Health Care. The Lancet, 2017. 390 (10090): pp. 191202.




17


Epstein, D., When Evidence Says No, But Doctors Say Yes, The Atlantic. February 22, 2017.




18


Bakris, G., and M. Sorrentino, Redefining Hypertension  Assessing the New Blood-Pressure Guidelines. The New England Journal of Medicine, 2018. 378 (6): pp. 497499.




19


Singletary, B., N. Patel, and M. Heslin, Patient Perceptions About Their Physician in 2 Words: The Good, the Bad, and the Ugly. JAMA Surgery, 2017. 152 (12): pp. 11691170.




20


Brody, B., Why I Almost Fired My Doctor, The New York Times. October 12, 2017.




21


Oaklander, M., Doctors on Life Support, Time. 2015.




22


Panagioti, M., et al., Association Between Physician Burnout and Patient Safety, Professionalism, and Patient Satisfaction: A Systematic Review and Meta-Analysis, JAMA Internal Medicine, 2018.




23


Wang, M. D., R. Khanna, and N. Najafi, Characterizing the Source of Text in Electronic Health Record Progress Notes. JAMA Internal Medicine, 2017. 177 (8): pp. 12121213.




24


Jha, S., To put this in perspective. Your ATM card works in Outer Mongolia, but your EHR cant be used in a different hospital across the street. Twitter, 2017.




25


Welch, H. G., et al., Breast-Cancer Tumor Size, Overdiagnosis, and Mammography Screening Effectiveness. The New England Journal of Medicine, 2016. 375 (15): pp. 14381447.




26


. Early Detection of Cancer. Harding Center for Risk Literacy. 2018. https://www. harding-center.mpg.de/en/fact-boxes/early-detection-of-cancer; Pinsky, P. F., P. C. Prorok, and B. S. Kramer, Prostate Cancer Screening  a Perspective on the Current State of the Evidence. The New England Journal of Medicine, 2017. 376 (13): pp. 12851289; Prostate-Specific Antigen-Based Screening for Prostate Cancer: A Systematic Evidence Review for the U. S. Preventive Services Task Force, in Evidence Synthesis Number 154, 2017.




27


Fraser, M., et al., Genomic Hallmarks of Localized, Non-Indolent Prostate Cancer. Nature, 2017. 541 (7637): pp. 359364.




28


Pinsky, Prorok, and Kramer, Prostate Cancer Screening. The New England Journal of Medicine, 2017.




29


Ahn, H. S., H. J. Kim, and H. G. Welch, Koreas Thyroid-Cancer Epidemic  Screening and Overdiagnosis. The New England Journal of Medicine, 2014. 371 (19): pp. 17651767.




30


Welch, H. G., Cancer Screening, Overdiagnosis, and Regulatory Capture. JAMA Internal Medicine, 2017. 177 (7): pp. 915916.


