{"id":446,"date":"2019-03-06T13:20:37","date_gmt":"2019-03-06T13:20:37","guid":{"rendered":"http:\/\/clemson.world\/research\/?p=446"},"modified":"2020-02-04T19:16:38","modified_gmt":"2020-02-04T19:16:38","slug":"medicine","status":"publish","type":"post","link":"https:\/\/clemson.world\/research\/medicine\/","title":{"rendered":"Future of Medicine \u2014\u00a0Man or Machine?"},"content":{"rendered":"<div id='fullscreen_slider_1'  class='avia-fullscreen-slider main_color   avia-builder-el-0  el_before_av_hr  avia-builder-el-first   container_wrap sidebar_right' style=' '  ><a href='#next-section' title='' class='scroll-down-link av-control-default' aria-hidden='true' data-av_icon='\ue877' data-av_iconfont='entypo-fontello'><\/a><div   data-size='no scaling'  data-lightbox_size='large'  data-animation='slide'  data-conditional_play=''  data-ids='447,'  data-video_counter='1'  data-autoplay='true'  data-bg_slider='true'  data-slide_height='100'  data-handle='av_fullscreen'  data-interval='4'  data-class=' '  data-el_id=''  data-css_id='fullscreen_slider_1'  data-scroll_down='aviaTBscroll_down'  data-control_layout='av-control-default'  data-custom_markup=''  data-perma_caption=''  data-autoplay_stopper=''  data-image_attachment='scroll'  data-min_height='0px'  data-stretch=''  class='avia-slideshow avia-slideshow-1 av-slider-scroll-down-active av-control-default av-default-height-applied avia-slideshow-no scaling av_fullscreen   avia-slide-slider '  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><ul class='avia-slideshow-inner ' style='padding-bottom: 66.6666666667%;' ><li style='background-position:center center;' data-img-url='https:\/\/clemson.world\/research\/wp-content\/uploads\/sites\/2\/2019\/02\/Big-Data_Medicine_Opener.jpg' class=' slide-1 ' ><div data-rel='slideshow-1' class='avia-slide-wrap '   ><div class='av-section-color-overlay' style='opacity: 0.2; background-color: #000000; '><\/div><div class='av-click-to-play-overlay'><div class=\"avia_playpause_icon\"><\/div><\/div><\/div><\/li><li  data-controls='' data-mute='aviaTBaviaTBvideo_mute' data-loop='' data-disable-autoplay='aviaTBaviaTBvideo_autoplay'  data-mobile-img='https:\/\/clemson.world\/research\/wp-content\/uploads\/sites\/2\/2019\/03\/Future-Medicine.jpg' data-fallback-link='http:\/\/' class=' av-video-slide  av-video-service-vimeo  av-mute-video av-mobile-fallback-image slide-2 ' ><div data-rel='slideshow-1' class='avia-slide-wrap ' style='background-image:url(\"https:\/\/clemson.world\/research\/wp-content\/uploads\/sites\/2\/2019\/03\/Future-Medicine.jpg\");'  ><div class='av-click-overlay'><\/div><div class='mejs-mediaelement'><div data-src='\/\/player.vimeo.com\/video\/384815415?portrait=0&#038;byline=0&#038;title=0&#038;badge=0&#038;loop=0&#038;autopause=1&#038;api=1&#038;rel=0&#038;player_id=player_446_85514039_124886323&#038;color=f26734' data-original_url='https:\/\/vimeo.com\/384815415' height='1600' width='900' class='av_vimeo_frame' id='player_446_85514039_124886323'><\/div><\/div><div class='av-click-to-play-overlay'><div class=\"avia_playpause_icon\"><\/div><\/div><\/div><\/li><\/ul><div class='avia-slideshow-arrows avia-slideshow-controls'><a href='#prev' class='prev-slide' aria-hidden='true' data-av_icon='\ue87c' data-av_iconfont='entypo-fontello'>Previous<\/a><a href='#next' class='next-slide' aria-hidden='true' data-av_icon='\ue87d' data-av_iconfont='entypo-fontello'>Next<\/a><\/div><div class='avia-slideshow-dots avia-slideshow-controls'><a href='#1' class='goto-slide active' >1<\/a><a href='#2' class='goto-slide ' >2<\/a><\/div><\/div><\/div><div id='after_full_slider_1'  class='main_color av_default_container_wrap container_wrap sidebar_right' style=' '  ><div class='container' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-446'><div class='entry-content-wrapper clearfix'>\n<div  style='height:50px' class='hr hr-invisible   avia-builder-el-1  el_after_av_fullscreen  el_before_av_image  avia-builder-el-first '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<div  class='avia-image-container  av-styling-    avia-builder-el-2  el_after_av_hr  el_before_av_textblock  avia-align-center '  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\"  ><div class='avia-image-container-inner'><div class='avia-image-overlay-wrap'><img class='avia_image' src='https:\/\/clemson.world\/research\/wp-content\/uploads\/sites\/2\/2019\/02\/Ilya-Safro.png' alt='' title='Ilya-Safro' height=\"247\" width=\"280\"  itemprop=\"thumbnailUrl\"  \/><\/div><\/div><\/div>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  av_inherit_color '  style='font-size:13px; color:#000000; '  itemprop=\"text\" ><p style=\"text-align: center;\"><b>Ilya Safro<br \/>\n<\/b>Associate Professor, Computer Science<\/p>\n<\/div><\/section>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-4  el_after_av_textblock  el_before_av_three_fifth  column-top-margin\" style='border-radius:0px; '><\/div>\n<div class=\"flex_column av_three_fifth  flex_column_div av-zero-column-padding   avia-builder-el-5  el_after_av_one_fifth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><div  style=' margin-top:30px; margin-bottom:30px;'  class='hr hr-custom hr-center hr-icon-no   avia-builder-el-6  avia-builder-el-no-sibling '><span class='hr-inner   inner-border-av-border-thin' style=' width:1100;' ><span class='hr-inner-style'><\/span><\/span><\/div><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-7  el_after_av_three_fifth  el_before_av_hr  column-top-margin\" style='border-radius:0px; '><\/div>\n<div  style='height:1px; margin-top:-50px'  class='hr hr-invisible   avia-builder-el-8  el_after_av_one_fifth  el_before_av_one_full '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<div class=\"flex_column av_one_full  flex_column_div av-zero-column-padding first  avia-builder-el-9  el_after_av_hr  el_before_av_hr  \" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  av_inherit_color '  style='font-size:40px; color:#000000; '  itemprop=\"text\" ><p style=\"font-size: 63px; line-height: 1.2em; text-align: center;\"><strong><span style=\"color: #af2c23;\">Question 4:<\/span> Future of medicine \u2014\u00a0man or machine?<\/strong><\/p>\n<\/div><\/section><\/div>\n<div  style='height:25px' class='hr hr-invisible   avia-builder-el-11  el_after_av_one_full  el_before_av_three_fourth '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<div class=\"flex_column av_three_fourth  flex_column_div av-zero-column-padding first  avia-builder-el-12  el_after_av_hr  el_before_av_one_fourth  \" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  av_inherit_color '  style='font-size:19px; color:#000000; '  itemprop=\"text\" ><p>If you think your last medical bill was expensive, consider this: The estimated cost to develop one drug today is $2.6 billion. And that number is only going up.<\/p>\n<p>The research and development cost of new pharmaceuticals is tied largely to human and capital expenses over a period of years (typically a decade or longer). Discovery, clinical trials and the failed drugs that never make it to market are also folded into this estimate.<\/p>\n<p>But Clemson\u2019s Ilya Safro and his research team are working to reduce the time and cost of biomedical discovery through a unique text-mining technology that blends medical research and computer science into an innovative health technology. Created in partnership with the University of South Carolina College of Pharmacology and positioned to solve some of the most computationally difficult problems of our time, Safro\u2019s scientific literature-based discovery uses natural language processing \u2014 a branch of artificial intelligence that helps computers understand, interpret and manipulate human language \u2014 on the Palmetto Cluster to discern answers, or at least possible hypotheses, from millions of previously unconnected biomedical research papers and notions.<\/p>\n<p>Natural language processing, or NLP, draws from many disciplines including computer science and computational linguistics with the goal of bridging human communication and computer understanding.<\/p>\n<p>Safro\u2019s technology, called MOLIERE, is a biomedical hypothesis generator emerging as a crucial time-saving technique that sorts through 27 million public biomedical articles written over the last century; identifies concepts such as genes, diseases and side effects in the texts; then discovers unknown connections between those things that have been documented in the vast medical universe previously.<\/p>\n<p>\u201cScientists are trying to connect disconnected things,\u201d Safro explains. \u201cThey\u2019re trying to come up with new notions and connect them with known information.\u201d Those connections could make the future better, healthier and safer.<\/p>\n<p>At the heart of his approach is a network of biomedical objects extracted from datasets of the National Center for Biotechnology Information. Widely and publicly available, these datasets include scientific papers, keywords, genes, proteins, diseases and much more. Safro\u2019s group takes that historical data and writes algorithms that generate scientific hypotheses, homing in on the most significant information. That network, its implementation and all the resulting data are then made publicly available for the broader scientific community.<\/p>\n<p>\u201cPart of the problem is that the information we use for biology is much younger than [the information] we use than for many other sciences,\u201d Safro says. \u201cHowever, ironically, this allows algorithms to operate less blindly to discover new information.\u201d And quickening the sharing and understanding of that information is key to new discovery. Twenty years ago, Safro was already doing this work for a drug design company \u2014 searching medical texts, extracting words and phrases, putting them in a network and looking for distant connections.<\/p>\n<p>\u201cThe problem was, I could take a very limited number of papers in a certain domain and then process those papers on my desktop,\u201d Safro says, \u201cand that\u2019s all that I could do.\u201d<\/p>\n<p>Using the Palmetto Cluster, in 10 to 20 minutes, he can build a query that pulls relevant studies and articles spanning more than 100 years. Better yet, his students have the opportunity to participate in this method and go on to do this work for pharmaceutical and biomedical companies.<\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fourth  flex_column_div av-zero-column-padding   avia-builder-el-14  el_after_av_three_fourth  el_before_av_one_full  \" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  av_inherit_color '  style='font-size:16px; color:#af2c23; '  itemprop=\"text\" ><p><strong>PALMETTO FACTS \u2192<\/strong><\/p>\n<p style=\"font-weight: lighter; line-height: 1.2em; margin: 30px 0px 0px 0px;\"><span style=\"font-size: 40px; margin-bottom: 20px;\"><strong>4th<\/strong><\/span><br \/>\nRanking among U.S. academic systems<\/p>\n<p style=\"font-weight: lighter; line-height: 1.2em; margin: 30px 0px 0px 0px;\"><span style=\"font-size: 40px; margin-bottom: 20px;\"><strong>29,655<\/strong><\/span><br \/>\nNumber of students, faculty and staff who have free access<\/p>\n<p style=\"font-weight: lighter; line-height: 1.2em; margin: 30px 0px 0px 0px;\"><span style=\"font-size: 40px; margin-bottom: 20px;\"><strong>370+<\/strong><\/span><br \/>\nFaculty members and students currently working on a broad range of research topics<\/p>\n<p style=\"font-weight: lighter; line-height: 1.2em; margin: 30px 0px 0px 0px;\"><span style=\"font-size: 40px; margin-bottom: 20px;\"><strong>35%<\/strong><\/span><br \/>\nHow much more efficient civil engineering programs at universities with locally available supercomputers were in producing research in critical fields compared to universities that lack supercomputers<\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_full  flex_column_div av-zero-column-padding first  avia-builder-el-16  el_after_av_one_fourth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  av_inherit_color '  style='font-size:35px; color:#000000; '  itemprop=\"text\" ><p style=\"line-height: 1.4em;\"><span style=\"color: #af2c23;\"><strong>A:\u00a0<\/strong><\/span>Both. Safro\u2019s MOLIERE technology is taking early steps toward the creation of an artificial scientist that could do something as complex as connect diseases and diets; symptoms and diagnoses; diseases and complications. That artificial scientist could then identify how to treat a certain disease or condition with a drug or combination of drugs, but it could also tell humans how to live longer, healthier lives.<\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-18  el_after_av_one_full  el_before_av_three_fifth  column-top-margin\" style='border-radius:0px; '><\/div>\n<div class=\"flex_column av_three_fifth  flex_column_div av-zero-column-padding   avia-builder-el-19  el_after_av_one_fifth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><div  style=' margin-top:30px; margin-bottom:30px;'  class='hr hr-custom hr-center hr-icon-no   avia-builder-el-20  avia-builder-el-no-sibling '><span class='hr-inner   inner-border-av-border-thin' style=' width:1100;' ><span class='hr-inner-style'><\/span><\/span><\/div><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-21  el_after_av_three_fifth  el_before_av_one_half  column-top-margin\" style='border-radius:0px; '><\/div>\n<div class=\"flex_column av_one_half  flex_column_div av-zero-column-padding first  avia-builder-el-22  el_after_av_one_fifth  el_before_av_one_half  column-top-margin\" style='border-radius:0px; '><div  class='avia-image-container  av-styling-    avia-builder-el-23  avia-builder-el-no-sibling  avia-align-center '  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\"  ><div class='avia-image-container-inner'><div class='avia-image-overlay-wrap'><img class='avia_image' src='https:\/\/clemson.world\/research\/wp-content\/uploads\/sites\/2\/2019\/02\/Big-Data_Pollution_Thumbnail.jpg' alt='' title='Big-Data_Pollution_Thumbnail' height=\"367\" width=\"550\"  itemprop=\"thumbnailUrl\"  \/><\/div><\/div><\/div><\/div>\n<div class=\"flex_column av_one_half  flex_column_div av-zero-column-padding   avia-builder-el-24  el_after_av_one_half  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #af2c23; font-size: 16px; font-weight: bold; margin: 60px 0px 25px 0px;\">QUESTION 5 <span style=\"color: #000000; font-weight: lighter;\">of 6:<\/span><\/p>\n<p style=\"color: #000000; font-size: 33px; font-weight: bold; margin: -25px 0px 25px 0px; line-height: 1.2em;\">Can we save the planet from one of its most damaging pollutants?<\/p>\n<div  class='avia-button-wrap avia-button-left  avia-builder-el-26  avia-builder-el-no-sibling ' ><a href='https:\/\/clemson.world\/research\/pollution'  class='avia-button   avia-icon_select-yes-right-icon avia-color-red avia-size-large avia-position-left '   ><span class='avia_iconbox_title' >LEARN MORE<\/span><span class='avia_button_icon avia_button_icon_right' aria-hidden='true' data-av_icon='\ue879' data-av_iconfont='entypo-fontello'><\/span><\/a><\/div>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-27  el_after_av_one_half  el_before_av_three_fifth  column-top-margin\" style='border-radius:0px; '><\/div>\n<div class=\"flex_column av_three_fifth  flex_column_div av-zero-column-padding   avia-builder-el-28  el_after_av_one_fifth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><div  style=' margin-top:30px; margin-bottom:30px;'  class='hr hr-custom hr-center hr-icon-no   avia-builder-el-29  avia-builder-el-no-sibling '><span class='hr-inner   inner-border-av-border-thin' style=' width:1100;' ><span class='hr-inner-style'><\/span><\/span><\/div><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-30  el_after_av_three_fifth  el_before_av_hr  column-top-margin\" style='border-radius:0px; '><\/div>\n<div  style='height:50px' class='hr hr-invisible   avia-builder-el-31  el_after_av_one_fifth  el_before_av_one_full '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<div class=\"flex_column av_one_full  flex_column_div av-zero-column-padding first  avia-builder-el-32  el_after_av_hr  el_before_av_one_fifth  \" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #000000; font-size: 25px; font-weight: bold; text-align: center;\">EXPLORE OTHER QUESTIONS<\/p>\n<p style=\"color: #af2c23; font-size: 25px; font-weight: bold; text-align: center;\">\u2193<\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-34  el_after_av_one_full  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\">QUESTION 1:<\/p>\n<p style=\"color: #000000; font-size: 19px; font-weight: bold; margin: -12px 0px 12px 0px; line-height: 1.2em;\">Can we feed the world in a healthy sustainable way?<\/p>\n<p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\"><span style=\"color: #af2c23;\"><a style=\"color: #af2c23;\" href=\"https:\/\/clemson.world\/feed-the-world\">Learn More\u00a0\u2192<\/a><\/span><\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-36  el_after_av_one_fifth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\">QUESTION 2:<\/p>\n<p style=\"color: #000000; font-size: 19px; font-weight: bold; margin: -12px 0px 12px 0px; line-height: 1.2em;\">Can we find better ways to treat cancer?<\/p>\n<p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\"><span style=\"color: #af2c23;\"><a style=\"color: #af2c23;\" href=\"https:\/\/clemson.world\/research\/treat-cancer\">Learn More\u00a0\u2192<\/a><\/span><\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-38  el_after_av_one_fifth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\">QUESTION 3:<\/p>\n<p style=\"color: #000000; font-size: 19px; font-weight: bold; margin: -12px 0px 12px 0px; line-height: 1.2em;\">Will we be driving cars, or will they be driving us?<\/p>\n<p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\"><span style=\"color: #af2c23;\"><a style=\"color: #af2c23;\" href=\"https:\/\/clemson.world\/research\/cars\">Learn More\u00a0\u2192<\/a><\/span><\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-40  el_after_av_one_fifth  el_before_av_one_fifth  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #aaaaaa; font-size: 16px; font-weight: bold; line-height: 1.2em;\">CURRENTLY EXPLORING QUESTION 4:<\/p>\n<p style=\"color: #aaaaaa; font-size: 19px; font-weight: bold; margin: -5px 0px 12px 0px; line-height: 1.2em;\">Future of medicine \u2014 man or machine?<\/p>\n<\/div><\/section><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-42  el_after_av_one_fifth  el_before_av_hr  column-top-margin\" style='border-radius:0px; '><section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  '   itemprop=\"text\" ><p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\">QUESTION 6:<\/p>\n<p style=\"color: #000000; font-size: 19px; font-weight: bold; margin: -12px 0px 12px 0px; line-height: 1.2em;\">What is the future of banking?<\/p>\n<p style=\"color: #af2c23; font-size: 16px; font-weight: bold;\"><span style=\"color: #af2c23;\"><a style=\"color: #af2c23;\" href=\"https:\/\/clemson.world\/research\/banking\">Learn More\u00a0\u2192<\/a><\/span><\/p>\n<\/div><\/section><\/div>\n<div  style='height:50px' class='hr hr-invisible   avia-builder-el-44  el_after_av_one_fifth  el_before_av_one_fifth '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding first  avia-builder-el-45  el_after_av_hr  el_before_av_three_fifth  \" style='border-radius:0px; '><\/div>\n<div class=\"flex_column av_three_fifth  flex_column_div av-zero-column-padding   avia-builder-el-46  el_after_av_one_fifth  el_before_av_one_fifth  \" style='border-radius:0px; '><div  style=' margin-top:30px; margin-bottom:30px;'  class='hr hr-custom hr-center hr-icon-no   avia-builder-el-47  avia-builder-el-no-sibling '><span class='hr-inner   inner-border-av-border-thin' style=' width:1100;' ><span class='hr-inner-style'><\/span><\/span><\/div><\/div>\n<div class=\"flex_column av_one_fifth  flex_column_div av-zero-column-padding   avia-builder-el-48  el_after_av_three_fifth  el_before_av_hr  \" style='border-radius:0px; '><\/div>\n<div  style='height:50px' class='hr hr-invisible   avia-builder-el-49  el_after_av_one_fifth  el_before_av_video '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<div  class='avia-video avia-video-16-9   av-lazyload-immediate  av-lazyload-video-embed  '   itemprop=\"video\" itemtype=\"https:\/\/schema.org\/VideoObject\"  data-original_url='https:\/\/vimeo.com\/384815415' ><script type='text\/html' class='av-video-tmpl'><div class='avia-iframe-wrap'><iframe loading=\"lazy\" title=\"Big Data | Future of Medicine - Man or Machine? | 2020\" src=\"https:\/\/player.vimeo.com\/video\/384815415?dnt=1&amp;app_id=122963\" width=\"1500\" height=\"638\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\"><\/iframe><\/div><\/script><div class='av-click-to-play-overlay'><div class=\"avia_playpause_icon\"><\/div><\/div><\/div>\n<div  style='height:50px' class='hr hr-invisible   avia-builder-el-51  el_after_av_video  el_before_av_textblock '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n<section class=\"av_textblock_section \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock  av_inherit_color '  style='font-size:13px; color:#000000; '  itemprop=\"text\" ><p><strong>Heidi Coryell Williams<\/strong> is the director of Writing and Editing Services at Clemson University.<\/p>\n<\/div><\/section>\n<div  style='height:50px' class='hr hr-invisible   avia-builder-el-53  el_after_av_textblock  avia-builder-el-last '><span class='hr-inner ' ><span class='hr-inner-style'><\/span><\/span><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":12,"featured_media":445,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[9],"tags":[165,164],"coauthors":[155],"class_list":["post-446","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-features","tag-medical-research","tag-supercomputers"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/clemson.world\/research\/wp-content\/uploads\/sites\/2\/2019\/02\/Big-Data_Medicine_Thumbnail.jpg","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/s9IEky-medicine","_links":{"self":[{"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/posts\/446","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/comments?post=446"}],"version-history":[{"count":0,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/posts\/446\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/media\/445"}],"wp:attachment":[{"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/media?parent=446"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/categories?post=446"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/tags?post=446"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/clemson.world\/research\/wp-json\/wp\/v2\/coauthors?post=446"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}