{"id":54794,"date":"2019-12-08T10:13:03","date_gmt":"2019-12-08T10:13:03","guid":{"rendered":"https:\/\/www.alj.com\/?post_type=spotlight-fadyjameel&#038;p=54794"},"modified":"2021-04-18T11:33:09","modified_gmt":"2021-04-18T11:33:09","slug":"ai-in-healthcare-a-quiet-revolution-about-to-get-loud","status":"publish","type":"spotlight-fadyjameel","link":"https:\/\/alj.com\/en\/spotlight-by-fady-jameel\/ai-in-healthcare-a-quiet-revolution-about-to-get-loud\/","title":{"rendered":"AI in healthcare: a quiet revolution about to get loud"},"content":{"rendered":"<h4>How artificial intelligence (AI) is set to transform the global healthcare industry.\u00a0<\/h4>\n<p><strong><em>By <a href=\"https:\/\/alj.com\/en\/our-people\/fady-jameel\/\">Fady Jameel<\/a>, Deputy President and Vice Chairman, Abdul Latif Jameel.<\/em><\/strong><\/p>\n<p>Welcome to my second \u2018Spotlight\u2019 article, where I\u2019d like to explore another of our biggest challenges, and one I am passionate about.<\/p>\n<p>Around the world, industries and professions are facing upheaval and disruption on an extraordinary scale.\u00a0 The advance of artificial intelligence (AI) looks set to pose questions that go to the heart of 21<sup>st<\/sup>-Century society: workforces are being reorganized, jobs restructured and working patterns reimagined.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-51644 size-full\" src=\"https:\/\/www.alj.com\/app\/uploads\/2019\/09\/2-Healthcare-startups-AI.png\" alt=\"106 startups transforming healthcare with AI\" width=\"3000\" height=\"2700\" srcset=\"https:\/\/media.alj.com\/app\/uploads\/2019\/09\/2-Healthcare-startups-AI.png 3000w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/2-Healthcare-startups-AI-150x135.png 150w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/2-Healthcare-startups-AI-300x270.png 300w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/2-Healthcare-startups-AI-768x691.png 768w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/2-Healthcare-startups-AI-1024x922.png 1024w\" sizes=\"(max-width: 3000px) 100vw, 3000px\" \/>\u00a0But what, exactly, is AI?\u00a0 While it is a term that can be difficult to define, a common interpretation is <em>\u201ccomputers and computer software that are capable of intelligent behavior, such as analysis and learning\u201d<\/em>.<a href=\"#_ftn1\" name=\"_ftnref1\">[1]<\/a>\u00a0 And while its precise definition may be up for discussion, one thing is universally accepted: AI will have a truly transformative impact on healthcare. \u00a0According to technology and big data consultancy, CB Insights, <em>\u201cnearly every area across the [healthcare] industry will be impacted by the technology\u2019s rise\u201d.<\/em><a href=\"#_ftn2\" name=\"_ftnref2\">[2]<\/a> \u00a0Indeed, 2016 saw some 106 start-ups entering this transformative space.<\/p>\n<p>AI\u2019s key advantage is being able to analyze huge quantities of data at a speed far quicker \u2013 and often with far greater accuracy \u2013 than any human could ever hope to achieve.\u00a0 It is this \u2018data-crunching\u2019 and deep analysis ability that will, inevitably, lead to extraordinary changes in the sector, both in private and indeed public health approaches.<\/p>\n<p>Already, healthcare AI start-ups raised at least US$ 4.3 billion in funding<a href=\"#_ftn3\" name=\"_ftnref3\">[3]<\/a> between 2013 and 2018.\u00a0 That figure surpasses every other industry making AI-related deals.\u00a0 By 2024, Morgan Stanley estimates the global market for AI in healthcare could reach US$ 10 billion.<a href=\"#_ftn4\" name=\"_ftnref4\">[4]<\/a><\/p>\n<h2>Changes underway<\/h2>\n<p>Today, the first signs of AI\u2019s impact in healthcare are already becoming apparent \u2013 and the potential advances available are significantly greater than anything delivered in recent decades.\u00a0 But only the very surface has been scratched so far.\u00a0 <em>\u201cWe are only at the beginning of seeing how it will impact patient care,\u201d<\/em> <a href=\"#_ftn5\" name=\"_ftnref5\">[5]<\/a> says the UK\u2019s Academy of Royal Medical Colleges.<\/p>\n<p>A recent Accenture report estimated that the top 10 healthcare applications where AI could deliver the \u201cgreatest near-term impact\u201d could save the US healthcare system alone US$ 150 billion per year by 2026.<a href=\"#_ftn6\" name=\"_ftnref6\">[6]<\/a>\u00a0<\/p>\n<p>These applications include robot-assisted orthopedic surgery (savings of US$ 40 billion), virtual nursing assistants (US$ 20 billion) and dosage error reductions (US$ 16 billion).\u00a0 With figures like that, the transformative potential of AI in healthcare over the next 20 or 30 years is without precedent.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-51794 size-full\" src=\"https:\/\/www.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2.jpg\" alt=\"Top AI healthcare Apps by 2026\" width=\"4134\" height=\"4134\" srcset=\"https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2.jpg 4134w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-150x150.jpg 150w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-300x300.jpg 300w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-768x768.jpg 768w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-1024x1024.jpg 1024w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-200x200.jpg 200w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-170x170.jpg 170w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-70x70.jpg 70w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-AI-Applications-v2-271x271.jpg 271w\" sizes=\"(max-width: 4134px) 100vw, 4134px\" \/>\u00a0<\/p>\n<h2>Assessing AI\u2019s early impact<\/h2>\n<p>There are already countless early signs of what AI could achieve, with Google and its parent company Alphabet among those pushing for further development.\u00a0 As a statement of intent, it has made a string of significant appointments, including former Geisinger Health CEO David Feinberg as the head of its Google Health initiative.<a href=\"#_ftn7\" name=\"_ftnref7\">[7]<\/a>\u00a0 It is developing a range of new technologies, such as using machine learning to forecast the \u201clength of a patient\u2019s hospital stay\u2026 and the likelihood of death\u201d.<a href=\"#_ftn8\" name=\"_ftnref8\">[8]<\/a>\u00a0 Elsewhere, Google\u2019s DeepMind has taught machines to read retinal scans with at least as much accuracy as an experienced junior doctor.<a href=\"#_ftn9\" name=\"_ftnref9\">[9]<\/a><\/p>\n<p>Other real-world interventions powered by AI include AI-assisted robotic surgery, which is no longer a futuristic sci-fi dream but an area of healthcare where AI is already delivering significant benefits. \u00a0They include a 21% reduction in a patient\u2019s hospital stay<a href=\"#_ftn10\" name=\"_ftnref10\">[10]<\/a> and five times fewer complications compared to surgeons operating alone.<a href=\"#_ftn11\" name=\"_ftnref11\">[11]<\/a><\/p>\n<p>In London, a DeepMind tool analyzes live health data to determine patients that may be at risk of a fatal loss of kidney function.<a href=\"#_ftn12\" name=\"_ftnref12\">[12]<\/a>\u00a0 As early as 2017, the American Cancer Society was seeing AI being harnessed to review and translate mammograms with 99% accuracy and at 30 times the speed of humans \u2013 almost instantly eliminating the longstanding false result rate that saw one in two healthy women being told they have cancer.<a href=\"#_ftn13\" name=\"_ftnref13\">[13]<\/a>\u00a0<\/p>\n<p>Machine learning is also being introduced in the assessment of embryo potential during in-vitro fertilization (IVF),<a href=\"#_ftn14\" name=\"_ftnref14\">[14]<\/a> while researchers at University College Hospital in London suggest they have found a way to save up to GB\u00a3 3 million per year after an algorithm assessing 22,000 patient appointment records successfully identified 90% of patients who would not attend their next appointment.<a href=\"#_ftn15\" name=\"_ftnref15\">[15]<\/a><\/p>\n<p>AI can also help to manage staffing issues.\u00a0 Unlike human staff, virtual nursing assistants have the advantage of never tiring \u2013 even when working 24\/7.\u00a0 They can already answer questions, monitor patients and provide quick answers.<a href=\"#_ftn16\" name=\"_ftnref16\">[16]<\/a><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-51658 size-full\" src=\"https:\/\/www.alj.com\/app\/uploads\/2019\/09\/Breast-cancer.png\" alt=\"AI powered breast cancer screening\" width=\"1169\" height=\"827\" srcset=\"https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Breast-cancer.png 1169w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Breast-cancer-150x106.png 150w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Breast-cancer-300x212.png 300w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Breast-cancer-768x543.png 768w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Breast-cancer-1024x724.png 1024w\" sizes=\"(max-width: 1169px) 100vw, 1169px\" \/>\u00a0<\/p>\n<p>Image analysis is another field showing extraordinary space for AI-powered improvements.<\/p>\n<p>Researchers at MIT have been part of a team that has developed an algorithm capable of analyzing 3D scans up to 1,000 times faster than humans.<a href=\"#_ftn17\" name=\"_ftnref17\">[17]<\/a>\u00a0 Given the time-consuming nature of this work, this is a particularly striking advance.<\/p>\n<p>There is also potential for voice-to-text translations to reduce the administrative burden facing doctors by automating the ordering of tests, the writing of notes and the prescribing of medicines.<\/p>\n<h2>What is coming next?<\/h2>\n<p>It is difficult to assess the pace of the current advances.\u00a0 For many, the potential impact of AI in healthcare appears to be arriving at a mind-boggling speed.\u00a0 Yet seasoned observers suggest the real change \u2013 and its accompanying benefits \u2013 is still to come.\u00a0<\/p>\n<p>The Academy of Medical Royal Colleges, which is the coordinating body for the UK and Ireland\u2019s 24 medical royal colleges and faculties, says that <em>\u201clooking further into the future, AI systems may exhibit increasing autonomy and independence\u201d.<\/em>\u00a0<\/p>\n<p>Providing scope to cover for labor shortages is one impact expected over the next decade.\u00a0 By 2026, estimates in a recent Accenture report suggest that AI will address 20% of unmet clinical demand.<a href=\"#_ftn18\" name=\"_ftnref18\">[18]<\/a>\u00a0 It will soon be able to help medical professionals with their decision-making by evaluating diagnostic images and creating treatment plans, before eventually progressing to tasks such as diagnostics without user input \u2013 although these advances are still thought to \u201cremain far down the road\u201d.<a href=\"#_ftn19\" name=\"_ftnref19\">[19]<\/a><\/p>\n<p>Whatever vision the future holds, one thing is abundantly clear.<\/p>\n<blockquote>\n<p><em>\u201cAI is not an innovation coming down the pipe \u2013 it\u2019s here. \u00a0It\u2019s in our call centers, our homes and now, in our healthcare. \u00a0Those who seize the AI opportunity and embrace these applications to deliver high-quality, cost-effective care will be the ones to leapfrog competitors.<\/em>\u201d<a href=\"#_ftn20\" name=\"_ftnref20\"><em><strong>[20]<\/strong><\/em><\/a><\/p>\n<\/blockquote>\n<p>But we also need to consider the patient: the \u2018consumer\u2019.\u00a0 A 2018 Accenture analysis showed that change and the perceptions impacting rapid patient adoption of AI treatment are still uncertain, with issues of personal care and data security highlighted.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-51801 size-full\" src=\"https:\/\/www.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-Virtual-Doctor.jpg\" alt=\"Reasons why healthcare consumers will or will not use AI powered virtual doctor\" width=\"3508\" height=\"2599\" srcset=\"https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-Virtual-Doctor.jpg 3508w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-Virtual-Doctor-150x111.jpg 150w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-Virtual-Doctor-300x222.jpg 300w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-Virtual-Doctor-768x569.jpg 768w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/ALJ-Healthcare-Virtual-Doctor-1024x759.jpg 1024w\" sizes=\"(max-width: 3508px) 100vw, 3508px\" \/>\u00a0<\/p>\n<h2>J-Clinic and its work<\/h2>\n<p>At the Massachusetts Institute of Technology (<a href=\"https:\/\/mit.edu\/\">MIT<\/a>), the Abdul Latif Jameel Clinic for Machine Learning in Health (<a href=\"https:\/\/jclinic.mit.edu\/\">J-Clinic<\/a>) was established in late 2018, specifically to leverage the potential of AI to transform healthcare as we know it.\u00a0<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15880 size-full alignnone\" src=\"https:\/\/www.alj.com\/app\/uploads\/2018\/09\/J-Clinic-2-e1537271376412.png\" alt=\"Hassan jameel with J-Clinic colleagues\" width=\"900\" height=\"523\" \/> Left-to-Right: Philip A. Sharp, Chair, J-Clinic Advisory Board; <a href=\"https:\/\/www.alj.com\/en\/our-people\/hassan-jameel\/\">Hassan Jameel<\/a>, President Saudi Arabia, Community Jameel; Rafael Riff, MOT President and myself, <a href=\"https:\/\/alj.com\/en\/our-people\/fady-jameel\/\">Fady Jameel<\/a>, President International, Community Jameel, at the MIT-J-Clinic launch event in Boston, September 2018.<\/p>\n<p>\nThe fourth major collaborative effort between MIT and <a href=\"https:\/\/communityjameel.org\">Community Jameel<\/a> is a key part of the <a href=\"https:\/\/quest.mit.edu\/\">MIT Quest for Intelligence.<\/a> \u00a0It aims to harness AI and machine learning to revolutionize disease prevention, detection and treatment.\u00a0 Its remit includes:At the Massachusetts Institute of Technology (<a href=\"https:\/\/mit.edu\/\">MIT<\/a>), the Abdul Latif Jameel Clinic for Machine Learning in Health (<a href=\"https:\/\/jclinic.mit.edu\/\">J-Clinic<\/a>) was established in late 2018, specifically to leverage the potential of AI to transform healthcare as we know it.\u00a0<\/p>\n<ul>\n<li><strong>Preventative medicine<\/strong> methods and technologies with the potential to change the course of non-infectious disease by stopping it in its tracks.<\/li>\n<li><strong>Cost-effective diagnostic tests<\/strong> that may be able to both detect and alleviate health problems.<\/li>\n<li><strong>Drug discovery and development<\/strong> to enable faster and cheaper discovery, development, and manufacture of new pharmaceuticals, particularly those targeted for individually customized therapies.<\/li>\n<\/ul>\n<p><iframe loading=\"lazy\" title=\"Announcing the Abdul Latif Jameel Clinic for Machine Learning in Health at MIT\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/4M4_73FqGI8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Two faculty co-Leads, Regina Barzilay and James Collins, oversee the day-to-day operations of J-Clinic.\u00a0 Among its work so far has been the development of a cryptographic system that could help neural networks identify promising drug candidates in massive pharmacological datasets;<a href=\"#_ftn21\" name=\"_ftnref21\">[21]<\/a> a predictive model that could guide clinicians in deciding when to give potentially life-saving drugs to patients being treated for sepsis in the emergency room;<a href=\"#_ftn22\" name=\"_ftnref22\">[22]<\/a> and a new machine-learning approach to discover an additional mechanism that helps some antibiotics kill bacteria.<a href=\"#_ftn23\" name=\"_ftnref23\">[23]<\/a><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-51672 size-full\" src=\"https:\/\/www.alj.com\/app\/uploads\/2019\/09\/J-Clinic-project-funding.png\" alt=\"J-Clinic project funding at MIT\" width=\"1169\" height=\"827\" srcset=\"https:\/\/media.alj.com\/app\/uploads\/2019\/09\/J-Clinic-project-funding.png 1169w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/J-Clinic-project-funding-150x106.png 150w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/J-Clinic-project-funding-300x212.png 300w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/J-Clinic-project-funding-768x543.png 768w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/J-Clinic-project-funding-1024x724.png 1024w\" sizes=\"(max-width: 1169px) 100vw, 1169px\" \/>\u00a0<\/p>\n<p><a href=\"https:\/\/alj.com\/en\/perspective\/machine-learning-set-transform-face-global-healthcare\/\">Ananthan P. Chandrakasan<\/a>, Chair of J-Clinic, says the rise of AI in healthcare can deliver both short-term and long-term benefits.<\/p>\n<blockquote>\n<p><em>\u201cCertainly, it will streamline and make much more personalized healthcare possible.\u00a0 We will be able to track an individual\u2019s data, understand it in relation to the wider population, and customize treatments more individually.\u00a0 That\u2019s a very exciting opportunity.<\/em><\/p>\n<p><em>\u00a0<\/em><em>\u201cBut ultimately, I\u2019d love to see this technology looking at the prevention of diseases.\u00a0 These are the more futuristic opportunities&#8230; The first achievement is likely to be detection, then better treatment, then personalized treatment, and finally disease prevention.\u00a0 That\u2019s our ultimate goal.\u201d<\/em><\/p>\n<\/blockquote>\n<p>In May 2019, J-Clinic announced more than US$ 2.3 million in project funding.\u00a0 Eighteen projects were chosen to receive grants from 43 proposals.\u00a0 The subjects of these latest grants, which will all focus on using AI to its cutting-edge potential, include cancer, epilepsy, mental health, cognitive impairment, and congestive heart failure.<a href=\"#_ftn24\" name=\"_ftnref24\">[24]<\/a><\/p>\n<figure id=\"attachment_51681\" aria-describedby=\"caption-attachment-51681\" style=\"width: 296px\" class=\"wp-caption alignleft\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-51681 size-full\" src=\"https:\/\/www.alj.com\/app\/uploads\/2019\/09\/Fady-Spotlight.jpg\" alt=\"Fady Jameel\" width=\"296\" height=\"307\" srcset=\"https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Fady-Spotlight.jpg 296w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Fady-Spotlight-145x150.jpg 145w, https:\/\/media.alj.com\/app\/uploads\/2019\/09\/Fady-Spotlight-289x300.jpg 289w\" sizes=\"(max-width: 296px) 100vw, 296px\" \/><figcaption id=\"caption-attachment-51681\" class=\"wp-caption-text\"><a href=\"https:\/\/alj.com\/en\/our-people\/fady-jameel\/\">Fady Jameel<\/a><\/figcaption><\/figure>\n<p>Because while working practices will undoubtedly be transformed by the advance of AI, it is in the treatment and prevention of disease that AI can have a truly transformative effect.\u00a0 J-Clinic will work tirelessly towards this goal.<\/p>\n<p>I am personally pleased to see that through this research, Community Jameel and J-Clinic are harnessing the power of machine learning and taking the fight to cancer, Alzheimer\u2019s, and other non-infectious diseases that affect the lives of people around the world.<\/p>\n<p>But I am sure there is so much more to be done. So much more to come. Particularly in public health and infectious disease control that impacts some of the world\u2019s most vulnerable populations and therefore, socially, politically and economically, humankind as a whole. \u00a0Our journey continues.<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"#_ftnref1\" name=\"_ftn1\">[1]<\/a> <a href=\"https:\/\/www.businessnewsdaily.com\/15096-artificial-intelligence-in-healthcare.html\">Artificial Intelligence Will Change Healthcare as We Know It<\/a>, Business News Daily, 9 June 2019<\/p>\n<p><a href=\"#_ftnref2\" name=\"_ftn2\">[2]<\/a> <a href=\"https:\/\/www.cbinsights.com\/reports\/CB-Insights_AI-Trends-In-Healthcare.pdf?utm_campaign=ai-healthcare-trends_2018-09&amp;utm_medium=email&amp;_hsenc=p2ANqtz-8LLLxhNkcCsdtQ7SegkzjzQjWw945ObIeH7U1LVKEq0F21B-LZbSLAerfnhYe4I49KFr1jdQXPXFtwQoDf6lsPIsfPIA&amp;_hsmi=65885394&amp;utm_content=65885394&amp;utm_source=hs_automation&amp;hsCtaTracking=10090c45-f8fb-4e24-876b-13e8d4a4ac34%7Ceab0a80d-a0e1-4d0e-92e5-b511a85b80ea\">The AI Industry Series: Top Healthcare AI Trends To Watch<\/a>, CB Insights, accessed July 2019<\/p>\n<p><a href=\"#_ftnref3\" name=\"_ftn3\">[3]<\/a> <a href=\"https:\/\/www.cbinsights.com\/reports\/CB-Insights_AI-Trends-In-Healthcare.pdf?utm_campaign=ai-healthcare-trends_2018-09&amp;utm_medium=email&amp;_hsenc=p2ANqtz-8LLLxhNkcCsdtQ7SegkzjzQjWw945ObIeH7U1LVKEq0F21B-LZbSLAerfnhYe4I49KFr1jdQXPXFtwQoDf6lsPIsfPIA&amp;_hsmi=65885394&amp;utm_content=65885394&amp;utm_source=hs_automation&amp;hsCtaTracking=10090c45-f8fb-4e24-876b-13e8d4a4ac34%7Ceab0a80d-a0e1-4d0e-92e5-b511a85b80ea\">The AI Industry Series: Top Healthcare AI Trends To Watch<\/a>, CBInsights, accessed July 2019<\/p>\n<p><a href=\"#_ftnref4\" name=\"_ftn4\">[4]<\/a> <a href=\"https:\/\/www.morganstanley.com\/ideas\/medtech-artificial-intelligence\">Could Artificial Intelligence Transform Healthcare?<\/a> Morgan Stanley, 26 February 2019<\/p>\n<p><a href=\"#_ftnref5\" name=\"_ftn5\">[5]<\/a> <a href=\"https:\/\/www.aomrc.org.uk\/wp-content\/uploads\/2019\/01\/Artificial_intelligence_in_healthcare_0119.pdf\">Artificial Intelligence in Healthcare<\/a>, Academy of Medical Royal Colleges, January 2019<\/p>\n<p><a href=\"#_ftnref6\" name=\"_ftn6\">[6]<\/a> <a href=\"https:\/\/www.accenture.com\/_acnmedia\/PDF-49\/Accenture-Health-Artificial-Intelligence.pdf#zoom=50\">Artificial Intelligence (AI): Healthcare\u2019s New Nervous System<\/a>, Accenture, 2017<\/p>\n<p><a href=\"#_ftnref7\" name=\"_ftn7\">[7]<\/a> <a href=\"https:\/\/healthtechmagazine.net\/article\/2019\/07\/3-ways-google-taking-healthcare-tech-new-heights\">3 Ways Google Is Taking Healthcare Tech to New Heights<\/a>, Health Tech Magazine, 15 July 2019<\/p>\n<p><a href=\"#_ftnref8\" name=\"_ftn8\">[8]<\/a> <a href=\"https:\/\/healthtechmagazine.net\/article\/2019\/07\/3-ways-google-taking-healthcare-tech-new-heights\">3 Ways Google Is Taking Healthcare Tech to New Heights<\/a>, Health Tech Magazine, 15 July 2019<\/p>\n<p><a href=\"#_ftnref9\" name=\"_ftn9\">[9]<\/a> <a href=\"https:\/\/www.aomrc.org.uk\/wp-content\/uploads\/2019\/01\/Artificial_intelligence_in_healthcare_0119.pdf\">Artificial Intelligence in Healthcare<\/a>, Academy of Medical Royal Colleges, January 2019<\/p>\n<p><a href=\"#_ftnref10\" name=\"_ftn10\">[10]<\/a> <a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2018\/07\/27\/how-is-ai-used-in-healthcare-5-powerful-real-world-examples-that-show-the-latest-advances\/#5a88766c5dfb\">How Is AI Used In Healthcare \u2013 5 Powerful Real-World Examples That Show The Latest Advances<\/a>, Forbes, 27 July 2018<\/p>\n<p><a href=\"#_ftnref11\" name=\"_ftn11\">[11]<\/a> <a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2018\/07\/27\/how-is-ai-used-in-healthcare-5-powerful-real-world-examples-that-show-the-latest-advances\/#5a88766c5dfb\">How Is AI Used In Healthcare \u2013 5 Powerful Real-World Examples That Show The Latest Advances<\/a>, Forbes, 27 July 2018<\/p>\n<p><a href=\"#_ftnref12\" name=\"_ftn12\">[12]<\/a> <a href=\"https:\/\/www.economist.com\/business\/2017\/03\/02\/a-digital-revolution-in-health-care-is-speeding-up\">A digital revolution in healthcare is speeding up<\/a>, The Economist, 2 March 2017<\/p>\n<p><a href=\"#_ftnref13\" name=\"_ftn13\">[13]<\/a> <a href=\"https:\/\/www.pwc.com\/gx\/en\/industries\/healthcare\/publications\/ai-robotics-new-health\/ai-robotics-new-health.pdf\">What doctor? Why AI and robotics will define New Health<\/a>, PwC, June 2017<\/p>\n<p><a href=\"#_ftnref14\" name=\"_ftn14\">[14]<\/a> <a href=\"https:\/\/edition.cnn.com\/2019\/07\/15\/business\/artificial-intelligence-healthcare\/index.html\">Would you trust an algorithm to diagnose an illness?<\/a> CNN, 15 July 2019<\/p>\n<p><a href=\"#_ftnref15\" name=\"_ftn15\">[15]<\/a> <a href=\"https:\/\/www.uclhospitals.brc.nihr.ac.uk\/news\/uclh-and-ucl-develop-ai-identify-patients-likely-skip-appointments\">UCLH and UCL develop AI to identify patients likely to skip appointments<\/a>, University College London Hospitals Biomedical Research Centre, 15 April 2019<\/p>\n<p><a href=\"#_ftnref16\" name=\"_ftn16\">[16]<\/a> <a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2018\/07\/27\/how-is-ai-used-in-healthcare-5-powerful-real-world-examples-that-show-the-latest-advances\/#5a88766c5dfb\">How Is AI Used In Healthcare \u2013 5 Powerful Real-World Examples That Show The Latest Advances<\/a>, Forbes, 27 July 2018<\/p>\n<p><a href=\"#_ftnref17\" name=\"_ftn17\">[17]<\/a> <a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2018\/07\/27\/how-is-ai-used-in-healthcare-5-powerful-real-world-examples-that-show-the-latest-advances\/#5a88766c5dfb\">How Is AI Used In Healthcare \u2013 5 Powerful Real-World Examples That Show The Latest Advances<\/a>, Forbes, 27 July 2018<\/p>\n<p><a href=\"#_ftnref18\" name=\"_ftn18\">[18]<\/a> <a href=\"https:\/\/www.accenture.com\/_acnmedia\/PDF-49\/Accenture-Health-Artificial-Intelligence.pdf#zoom=50\">Artificial Intelligence (AI): Healthcare\u2019s New Nervous System<\/a>, Accenture, 2017<\/p>\n<p><a href=\"#_ftnref19\" name=\"_ftn19\">[19]<\/a> <a href=\"https:\/\/www.morganstanley.com\/ideas\/medtech-artificial-intelligence\">Could Artificial Intelligence Transform Healthcare?<\/a> Morgan Stanley, 26 February 2019<\/p>\n<p><a href=\"#_ftnref20\" name=\"_ftn20\">[20]<\/a> <a href=\"https:\/\/www.accenture.com\/_acnmedia\/PDF-49\/Accenture-Health-Artificial-Intelligence.pdf#zoom=50\">Artificial Intelligence (AI): Healthcare\u2019s New Nervous System<\/a>, Accenture, 2017<\/p>\n<p><a href=\"#_ftnref21\" name=\"_ftn21\">[21]<\/a> <a href=\"https:\/\/news.mit.edu\/2018\/cryptographic-protocol-collaboration-drug-discovery-1018\">Cryptographic protocol enables greater collaboration in drug discovery<\/a>, MIT, 18 October 2018<\/p>\n<p><a href=\"#_ftnref22\" name=\"_ftn22\">[22]<\/a> <a href=\"https:\/\/news.mit.edu\/2018\/machine-learning-sepsis-care-1107\">Machine-learning system could aid critical decisions in sepsis care<\/a>, MIT, 7 November 2018<\/p>\n<p><a href=\"#_ftnref23\" name=\"_ftn23\">[23]<\/a> <a href=\"https:\/\/news.mit.edu\/2019\/how-antibiotics-kill-bacteria-0509\">Painting a fuller picture of how antibiotics act<\/a>, MIT, 9 May 2019<\/p>\n<p><a href=\"#_ftnref24\" name=\"_ftn24\">[24]<\/a> <a href=\"https:\/\/news.mit.edu\/2019\/j-clinic-names-grant-recipients-across-institute-0501\">J-Clinic names 18 grant recipients from across Institute<\/a>, MIT, 1 May 2019<\/p>\n<h3>Connect with me on LinkedIn<\/h3>\n<p><script type=\"text\/javascript\" src=\"https:\/\/platform.linkedin.com\/badges\/js\/profile.js\" async defer><\/script><\/p>\n<div class=\"LI-profile-badge\" data-version=\"v1\" data-size=\"medium\" data-locale=\"en_US\" data-type=\"horizontal\" data-theme=\"dark\" data-vanity=\"fady-jameel\"><a class=\"LI-simple-link\" href=\"https:\/\/ae.linkedin.com\/in\/fady-jameel?trk=profile-badge\">Fady J.<\/a><\/div>\n","protected":false},"featured_media":53253,"template":"","tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI in Healthcare: A Quiet Revolution Gets Louder | Abdul Latif Jameel\u00ae<\/title>\n<meta name=\"description\" content=\"The advance of artificial 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