Global and United States Artificial Intelligence in Medicine Market Size, Status and Forecast 2020-2026

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Date: 23-Oct-2020
No. of pages: 96
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Global Artificial Intelligence in Medicine Scope and Market Size

Artificial Intelligence in Medicine market is segmented by Type, and by Application. Players, stakeholders, and other participants in the global Artificial Intelligence in Medicine market will be able to gain the upper hand as they use the report as a powerful resource. The segmental analysis focuses on revenue and forecast by Type and by Application in terms of revenue and forecast for the period 2015-2026.

Market segment by Type, the product can be split into

- On-premise

- Cloud-based

Market segment by Application, split into

- Patient Care

- Research and Drug Invention

- Disease Diagnosis and Identification

- Others

Based on regional and country-level analysis, the Artificial Intelligence in Medicine market has been segmented as follows:

- North America

- - United States

- - Canada

- Europe

- - Germany

- - France

- - U.K.

- - Italy

- - Russia

- - Nordic

- - Rest of Europe

- Asia-Pacific

- - China

- - Japan

- - South Korea

- - Southeast Asia

- - India

- - Australia

- - Rest of Asia-Pacific

- Latin America

- - Mexico

- - Brazil

- Middle East & Africa

- - Turkey

- - Saudi Arabia

- - UAE

- - Rest of Middle East & Africa

In the competitive analysis section of the report, leading as well as prominent players of the global Artificial Intelligence in Medicine market are broadly studied on the basis of key factors. The report offers comprehensive analysis and accurate statistics on revenue by the player for the period 2015-2020. It also offers detailed analysis supported by reliable statistics on price and revenue (global level) by player for the period 2015-2020.

The key players covered in this study

- IBM

- Atomwise

- Zebra Medical Vision

- Cyrcadia Health

- AiCure

- Modernizing Medicine

- Berg Health

- Esko Bionics

- Medasense Biometrics

- Hindsait

Global and United States Artificial Intelligence in Medicine Market Size, Status and Forecast 2020-2026

Table of Contents
1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Artificial Intelligence in Medicine Market Size Growth Rate by Type: 2020 VS 2026
1.2.2 On-premise
1.2.3 Cloud-based
1.3 Market by Application
1.3.1 Global Artificial Intelligence in Medicine Market Share by Application: 2020 VS 2026
1.3.2 Patient Care
1.3.3 Research and Drug Invention
1.3.4 Disease Diagnosis and Identification
1.3.5 Others
1.4 Study Objectives
1.5 Years Considered
2 Global Growth Trends
2.1 Global Artificial Intelligence in Medicine Market Perspective (2015-2026)
2.2 Global Artificial Intelligence in Medicine Growth Trends by Regions
2.2.1 Artificial Intelligence in Medicine Market Size by Regions: 2015 VS 2020 VS 2026
2.2.2 Artificial Intelligence in Medicine Historic Market Share by Regions (2015-2020)
2.2.3 Artificial Intelligence in Medicine Forecasted Market Size by Regions (2021-2026)
2.3 Industry Trends and Growth Strategy
2.3.1 Market Trends
2.3.2 Market Drivers
2.3.3 Market Challenges
2.3.4 Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Artificial Intelligence in Medicine Players by Market Size
3.1.1 Global Top Artificial Intelligence in Medicine Players by Revenue (2015-2020)
3.1.2 Global Artificial Intelligence in Medicine Revenue Market Share by Players (2015-2020)
3.2 Global Artificial Intelligence in Medicine Market Share by Company Type (Tier 1, Tier 2 and Tier 3)
3.3 Players Covered: Ranking by Artificial Intelligence in Medicine Revenue
3.4 Global Artificial Intelligence in Medicine Market Concentration Ratio
3.4.1 Global Artificial Intelligence in Medicine Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Artificial Intelligence in Medicine Revenue in 2019
3.5 Key Players Artificial Intelligence in Medicine Area Served
3.6 Key Players Artificial Intelligence in Medicine Product Solution and Service
3.7 Date of Enter into Artificial Intelligence in Medicine Market
3.8 Mergers & Acquisitions, Expansion Plans
4 Artificial Intelligence in Medicine Breakdown Data by Type (2015-2026)
4.1 Global Artificial Intelligence in Medicine Historic Market Size by Type (2015-2020)
4.2 Global Artificial Intelligence in Medicine Forecasted Market Size by Type (2021-2026)
5 Artificial Intelligence in Medicine Breakdown Data by Application (2015-2026)
5.1 Global Artificial Intelligence in Medicine Historic Market Size by Application (2015-2020)
5.2 Global Artificial Intelligence in Medicine Forecasted Market Size by Application (2021-2026)
6 North America
6.1 North America Artificial Intelligence in Medicine Market Size (2015-2026)
6.2 North America Artificial Intelligence in Medicine Market Size by Type (2015-2020)
6.3 North America Artificial Intelligence in Medicine Market Size by Application (2015-2020)
6.4 North America Artificial Intelligence in Medicine Market Size by Country (2015-2020)
6.4.1 United States
6.4.2 Canada
7 Europe
7.1 Europe Artificial Intelligence in Medicine Market Size (2015-2026)
7.2 Europe Artificial Intelligence in Medicine Market Size by Type (2015-2020)
7.3 Europe Artificial Intelligence in Medicine Market Size by Application (2015-2020)
7.4 Europe Artificial Intelligence in Medicine Market Size by Country (2015-2020)
7.4.1 Germany
7.4.2 France
7.4.3 U.K.
7.4.4 Italy
7.4.5 Russia
7.4.6 Nordic
7.4.7 Rest of Europe
8 China
8.1 China Artificial Intelligence in Medicine Market Size (2015-2026)
8.2 China Artificial Intelligence in Medicine Market Size by Type (2015-2020)
8.3 China Artificial Intelligence in Medicine Market Size by Application (2015-2020)
8.4 China Artificial Intelligence in Medicine Market Size by Region (2015-2020)
8.4.1 China
8.4.2 Japan
8.4.3 South Korea
8.4.4 Southeast Asia
8.4.5 India
8.4.6 Australia
8.4.7 Rest of Asia-Pacific
9 Japan
9.1 Japan Artificial Intelligence in Medicine Market Size (2015-2026)
9.2 Japan Artificial Intelligence in Medicine Market Size by Type (2015-2020)
9.3 Japan Artificial Intelligence in Medicine Market Size by Application (2015-2020)
9.4 Japan Artificial Intelligence in Medicine Market Size by Country (2015-2020)
9.4.1 Mexico
9.4.2 Brazil
10 Southeast Asia
10.1 Southeast Asia Artificial Intelligence in Medicine Market Size (2015-2026)
10.2 Southeast Asia Artificial Intelligence in Medicine Market Size by Type (2015-2020)
10.3 Southeast Asia Artificial Intelligence in Medicine Market Size by Application (2015-2020)
10.4 Southeast Asia Artificial Intelligence in Medicine Market Size by Country (2015-2020)
10.4.1 Turkey
10.4.2 Saudi Arabia
10.4.3 UAE
10.4.4 Rest of Middle East & Africa
11 Key Players Profiles
11.1 IBM
11.1.1 IBM Company Details
11.1.2 IBM Business Overview
11.1.3 IBM Artificial Intelligence in Medicine Introduction
11.1.4 IBM Revenue in Artificial Intelligence in Medicine Business (2015-2020))
11.1.5 IBM Recent Development
11.2 Atomwise
11.2.1 Atomwise Company Details
11.2.2 Atomwise Business Overview
11.2.3 Atomwise Artificial Intelligence in Medicine Introduction
11.2.4 Atomwise Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.2.5 Atomwise Recent Development
11.3 Zebra Medical Vision
11.3.1 Zebra Medical Vision Company Details
11.3.2 Zebra Medical Vision Business Overview
11.3.3 Zebra Medical Vision Artificial Intelligence in Medicine Introduction
11.3.4 Zebra Medical Vision Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.3.5 Zebra Medical Vision Recent Development
11.4 Cyrcadia Health
11.4.1 Cyrcadia Health Company Details
11.4.2 Cyrcadia Health Business Overview
11.4.3 Cyrcadia Health Artificial Intelligence in Medicine Introduction
11.4.4 Cyrcadia Health Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.4.5 Cyrcadia Health Recent Development
11.5 AiCure
11.5.1 AiCure Company Details
11.5.2 AiCure Business Overview
11.5.3 AiCure Artificial Intelligence in Medicine Introduction
11.5.4 AiCure Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.5.5 AiCure Recent Development
11.6 Modernizing Medicine
11.6.1 Modernizing Medicine Company Details
11.6.2 Modernizing Medicine Business Overview
11.6.3 Modernizing Medicine Artificial Intelligence in Medicine Introduction
11.6.4 Modernizing Medicine Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.6.5 Modernizing Medicine Recent Development
11.7 Berg Health
11.7.1 Berg Health Company Details
11.7.2 Berg Health Business Overview
11.7.3 Berg Health Artificial Intelligence in Medicine Introduction
11.7.4 Berg Health Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.7.5 Berg Health Recent Development
11.8 Esko Bionics
11.8.1 Esko Bionics Company Details
11.8.2 Esko Bionics Business Overview
11.8.3 Esko Bionics Artificial Intelligence in Medicine Introduction
11.8.4 Esko Bionics Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.8.5 Esko Bionics Recent Development
11.9 Medasense Biometrics
11.9.1 Medasense Biometrics Company Details
11.9.2 Medasense Biometrics Business Overview
11.9.3 Medasense Biometrics Artificial Intelligence in Medicine Introduction
11.9.4 Medasense Biometrics Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.9.5 Medasense Biometrics Recent Development
11.10 Hindsait
11.10.1 Hindsait Company Details
11.10.2 Hindsait Business Overview
11.10.3 Hindsait Artificial Intelligence in Medicine Introduction
11.10.4 Hindsait Revenue in Artificial Intelligence in Medicine Business (2015-2020)
11.10.5 Hindsait Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.2 Data Source
13.2 Disclaimer
13.3 Author Details
List of Tables
Table 1. Global Artificial Intelligence in Medicine Market Size Growth Rate by Type (US$ Million): 2020 VS 2026
Table 3. Key Players of On-premise
Table 4. Key Players of Cloud-based
Table 5. Global Artificial Intelligence in Medicine Market Size Growth by Application (US$ Million): 2020 VS 2026
Table 6. Global Artificial Intelligence in Medicine Market Size by Regions (US$ Million): 2020 VS 2026
Table 7. Global Artificial Intelligence in Medicine Market Size by Regions (2015-2020) (US$ Million)
Table 8. Global Artificial Intelligence in Medicine Market Share by Regions (2015-2020)
Table 9. Global Artificial Intelligence in Medicine Forecasted Market Size by Regions (2021-2026) (US$ Million)
Table 10. Global Artificial Intelligence in Medicine Market Share by Regions (2021-2026)
Table 11. Artificial Intelligence in Medicine Market Market Trends
Table 12. Artificial Intelligence in Medicine Market Drivers
Table 13. Artificial Intelligence in Medicine Market Challenges
Table 14. Artificial Intelligence in Medicine Market Restraints
Table 15. Global Artificial Intelligence in Medicine Revenue by Players (2015-2020) (US$ Million)
Table 16. Global Artificial Intelligence in Medicine Market Share by Players (2015-2020)
Table 17. Global Top Artificial Intelligence in Medicine Players by Company Type (Tier 1, Tier 2 and Tier 3) (based on the Revenue in Artificial Intelligence in Medicine as of 2019)
Table 18. Global Artificial Intelligence in Medicine by Players Market Concentration Ratio (CR5 and HHI)
Table 19. Key Players Headquarters and Area Served
Table 20. Key Players Artificial Intelligence in Medicine Product Solution and Service
Table 21. Mergers & Acquisitions, Expansion Plans
Table 22. Global Artificial Intelligence in Medicine Market Size by Type (2015-2020) (US$ Million)
Table 23. Global Artificial Intelligence in Medicine Market Size Share by Type (2015-2020)
Table 24. Global Artificial Intelligence in Medicine Revenue Market Share by Type (2021-2026)
Table 25. Global Artificial Intelligence in Medicine Market Size Share by Application (2015-2020)
Table 26. Global Artificial Intelligence in Medicine Market Size by Application (2015-2020) (US$ Million)
Table 27. Global Artificial Intelligence in Medicine Market Size Share by Application (2021-2026)
Table 28. North America Artificial Intelligence in Medicine Market Size by Type (2015-2020) (US$ Million)
Table 29. North America Artificial Intelligence in Medicine Market Share by Type (2015-2020)
Table 30. North America Artificial Intelligence in Medicine Market Size by Application (2015-2020) (US$ Million)
Table 31. North America Artificial Intelligence in Medicine Market Share by Application (2015-2020)
Table 32. North America Artificial Intelligence in Medicine Market Size by Country (US$ Million) (2015-2020)
Table 33. North America Artificial Intelligence in Medicine Market Share by Country (2015-2020)
Table 34. Europe Artificial Intelligence in Medicine Market Size by Type (2015-2020) (US$ Million)
Table 35. Europe Artificial Intelligence in Medicine Market Share by Type (2015-2020)
Table 36. Europe Artificial Intelligence in Medicine Market Size by Application (2015-2020) (US$ Million)
Table 37. Europe Artificial Intelligence in Medicine Market Share by Application (2015-2020)
Table 38. Europe Artificial Intelligence in Medicine Market Size by Country (US$ Million) (2015-2020)
Table 39. Europe Artificial Intelligence in Medicine Market Share by Country (2015-2020)
Table 40. China Artificial Intelligence in Medicine Market Size by Type (2015-2020) (US$ Million)
Table 41. China Artificial Intelligence in Medicine Market Share by Type (2015-2020)
Table 42. China Artificial Intelligence in Medicine Market Size by Application (2015-2020) (US$ Million)
Table 43. China Artificial Intelligence in Medicine Market Share by Application (2015-2020)
Table 44. China Artificial Intelligence in Medicine Market Size by Region (US$ Million) (2015-2020)
Table 45. China Artificial Intelligence in Medicine Market Share by Region (2015-2020)
Table 46. Japan Artificial Intelligence in Medicine Market Size by Type (2015-2020) (US$ Million)
Table 47. Japan Artificial Intelligence in Medicine Market Share by Type (2015-2020)
Table 48. Japan Artificial Intelligence in Medicine Market Size by Application (2015-2020) (US$ Million)
Table 49. Japan Artificial Intelligence in Medicine Market Share by Application (2015-2020)
Table 50. Japan Artificial Intelligence in Medicine Market Size by Country (US$ Million) (2015-2020)
Table 51. Japan Artificial Intelligence in Medicine Market Share by Country (2015-2020)
Table 52. Southeast Asia Artificial Intelligence in Medicine Market Size by Type (2015-2020) (US$ Million)
Table 53. Southeast Asia Artificial Intelligence in Medicine Market Share by Type (2015-2020)
Table 54. Southeast Asia Artificial Intelligence in Medicine Market Size by Application (2015-2020) (US$ Million)
Table 55. Southeast Asia Artificial Intelligence in Medicine Market Share by Application (2015-2020)
Table 56. Southeast Asia Artificial Intelligence in Medicine Market Size by Country (US$ Million) (2015-2020)
Table 57. Southeast Asia Artificial Intelligence in Medicine Market Share by Country (2015-2020)
Table 58. IBM Company Details
Table 59. IBM Business Overview
Table 60. IBM Product
Table 61. IBM Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 62. IBM Recent Development
Table 63. Atomwise Company Details
Table 64. Atomwise Business Overview
Table 65. Atomwise Product
Table 66. Atomwise Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 67. Atomwise Recent Development
Table 68. Zebra Medical Vision Company Details
Table 69. Zebra Medical Vision Business Overview
Table 70. Zebra Medical Vision Product
Table 71. Zebra Medical Vision Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 72. Zebra Medical Vision Recent Development
Table 73. Cyrcadia Health Company Details
Table 74. Cyrcadia Health Business Overview
Table 75. Cyrcadia Health Product
Table 76. Cyrcadia Health Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 77. Cyrcadia Health Recent Development
Table 78. AiCure Company Details
Table 79. AiCure Business Overview
Table 80. AiCure Product
Table 81. AiCure Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 82. AiCure Recent Development
Table 83. Modernizing Medicine Company Details
Table 84. Modernizing Medicine Business Overview
Table 85. Modernizing Medicine Product
Table 86. Modernizing Medicine Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 87. Modernizing Medicine Recent Development
Table 88. Berg Health Company Details
Table 89. Berg Health Business Overview
Table 90. Berg Health Product
Table 91. Berg Health Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 92. Berg Health Recent Development
Table 93. Esko Bionics Business Overview
Table 94. Esko Bionics Product
Table 95. Esko Bionics Company Details
Table 96. Esko Bionics Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 97. Esko Bionics Recent Development
Table 98. Medasense Biometrics Company Details
Table 99. Medasense Biometrics Business Overview
Table 100. Medasense Biometrics Product
Table 101. Medasense Biometrics Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 102. Medasense Biometrics Recent Development
Table 103. Hindsait Company Details
Table 104. Hindsait Business Overview
Table 105. Hindsait Product
Table 106. Hindsait Revenue in Artificial Intelligence in Medicine Business (2015-2020) (US$ Million)
Table 107. Hindsait Recent Development
Table 108. Research Programs/Design for This Report
Table 109. Key Data Information from Secondary Sources
Table 110. Key Data Information from Primary Sources
List of Figures
Figure 1. Global Artificial Intelligence in Medicine Market Share by Type: 2020 VS 2026
Figure 2. On-premise Features
Figure 3. Cloud-based Features
Figure 4. Global Artificial Intelligence in Medicine Market Share by Application: 2020 VS 2026
Figure 5. Patient Care Case Studies
Figure 6. Research and Drug Invention Case Studies
Figure 7. Disease Diagnosis and Identification Case Studies
Figure 8. Others Case Studies
Figure 9. Artificial Intelligence in Medicine Report Years Considered
Figure 10. Global Artificial Intelligence in Medicine Market Size (US$ Million), YoY Growth 2015-2026
Figure 11. Global Artificial Intelligence in Medicine Market Share by Regions: 2020 VS 2026
Figure 12. Global Artificial Intelligence in Medicine Market Share by Regions (2021-2026)
Figure 13. Global Artificial Intelligence in Medicine Market Share by Players in 2019
Figure 14. Global Top Artificial Intelligence in Medicine Players by Company Type (Tier 1, Tier 2 and Tier 3) (based on the Revenue in Artificial Intelligence in Medicine as of 2019
Figure 15. The Top 10 and 5 Players Market Share by Artificial Intelligence in Medicine Revenue in 2019
Figure 16. North America Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 17. United States Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 18. Canada Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 19. Europe Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 20. Germany Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 21. France Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 22. U.K. Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 23. Italy Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 24. Russia Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 25. Nordic Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 26. Rest of Europe Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 27. Asia-Pacific Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 28. China Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 29. Japan Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 30. South Korea Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 31. Southeast Asia Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 32. India Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 33. Australia Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 34. Rest of Asia-Pacific Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 35. Latin America Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 36. Mexico Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 37. Brazil Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 38. Middle East & Africa Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 39. Turkey Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 40. Saudi Arabia Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 41. UAE Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 42. Rest of Middle East & Africa Artificial Intelligence in Medicine Market Size YoY Growth (2015-2026) & (US$ Million)
Figure 43. IBM Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 44. Atomwise Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 45. Zebra Medical Vision Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 46. Cyrcadia Health Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 47. AiCure Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 48. Modernizing Medicine Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 49. Berg Health Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 50. Esko Bionics Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 51. Medasense Biometrics Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 52. Hindsait Revenue Growth Rate in Artificial Intelligence in Medicine Business (2015-2020)
Figure 53. Bottom-up and Top-down Approaches for This Report
Figure 54. Data Triangulation
Figure 55. Key Executives Interviewed
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