{"id":75,"date":"2021-02-18T10:31:51","date_gmt":"2021-02-18T05:01:51","guid":{"rendered":"http:\/\/rever.themewaves.com\/?p=75"},"modified":"2024-05-15T13:42:01","modified_gmt":"2024-05-15T13:42:01","slug":"personalized-medicine-with-ai","status":"publish","type":"post","link":"https:\/\/gk.palem.in\/articles\/personalized-medicine-with-ai\/","title":{"rendered":"Personalized Medicine: Individual in the focus with ML\/AI"},"content":{"rendered":"\n<p>Clinical decision support system helps the Doctors make informed decisions about each patient accurately, as well as identify the population level trends in discovering the hidden patterns.<\/p>\n\n\n\n<!--more-->\n\n\n\n[inline_media]\n<iframe loading=\"lazy\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/7yqp41Jss2M?si=E59ksUdtlRCGkFL0\" title=\"CDSS\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n[\/inline_media]\n\n\n\n<p>Personalized medicine is an area of advancement in healthcare that allows each patient to be examined and assessed individually based on their own personal case history. Advanced Natural Language Processing (NLP) algorithms extract the critical care information from the patients&#8217; case history and use it to formulate the personalized care process that is individually tuned for each patient separately.<\/p>\n\n\n\n<p>What is the problem with the current Electronic Health Record (EHR) implementations in the industry?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>EHR implemented as a form filling \/ data entry application <\/li>\n\n\n\n<li>Health Information Exchange (HIE) is a major challenge <\/li>\n\n\n\n<li>No decision support. Not even validation !!<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote has-text-align-left is-style-default is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em><em>Practitioners don&#8217;t look at their patient anymore&#8230;they look at the computer. The time spent entering data on the computer exceeds the time spent listening to, examining, and providing education to the patient about their condition\u2026.<\/em><\/em><\/p>\n\n\n\n<p><em>\u2026 Who see&#8217;s these records? Every medical record in and out of the system is different\u2026.<\/em>&#8220;<\/p>\n<cite>VICKI LATHAM, <strong>PA-C<\/strong>, <em> <a href=\"http:\/\/disq.us\/p\/1nt46wb\" class=\"rank-math-link\">http:\/\/disq.us\/p\/1nt46wb<\/a><\/em><\/cite><\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>86% of mistakes made in healthcare are administrative:\n<ul class=\"wp-block-list\">\n<li>Preventable medical errors are the No. 3 killer in US \u2013 third only to Heart disease and Cancer <sup>[<a class=\"rank-math-link\">1]<\/a><\/sup><\/li>\n\n\n\n<li>80% of all serious medical errors involve miscommunication during care transitions <sup>[<a>3<\/a>]<\/sup><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1613622824\/CenacleResearch\/blog\/images\/Medical_Errors.png\" alt=\"Medical Errors are the third leading cause of death in the United States, after Heart Disease and Cancer\" style=\"width:872px;height:399px\"\/><figcaption class=\"wp-element-caption\">Preventable <span class=\"has-inline-color has-vivid-red-color\">Medical Errors <\/span>are the <span class=\"has-inline-color has-vivid-red-color\">third leading cause of death<\/span> in the United States, after Heart Disease and Cancer<\/figcaption><\/figure>\n<\/div>\n\n\n<p>A transparent auditable system based on Blockchain eliminates the mistakes in the administrative care processes, facilitating an accurate diagnostics and speedy processing for all of the users.<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter is-style-stripes\"><table><thead><tr><th><strong>Cenacle Blockchain based EHR<\/strong><\/th><th><strong>Other EHR Implementations<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Distributed shared ledger data<\/td><td>Fragmented data<\/td><\/tr><tr><td>Real-time updates across networks<\/td><td>Timely access is a challenge<\/td><\/tr><tr><td>Patient owns the data and patient controls who should it be shared with<\/td><td>Data is owned by those who collect it, and patient has no control<\/td><\/tr><tr><td>Security is not an option \u2013 it is built-in<\/td><td>Patient\u2019s data security is questionable<\/td><\/tr><tr><td>Data integrity is at the core of the&nbsp; system design<\/td><td>Administrative mistakes are commonplace<\/td><\/tr><tr><td>Automated workflows<\/td><td>Manual workflows are burdening the physicians<\/td><\/tr><tr><td>Makes Clinical Decision Support Systems\u2019 implementation possible<\/td><td>N\/A<\/td><\/tr><tr><td>Standards based: TEFCA, NIST 800-63, FHIR, LIONC<\/td><td>Standards are questionable<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">Cenacle Blockchain based EHR brings patient-centric value-based care to its users<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Live Demo<\/h4>\n\n\n\n<p>For a real-time patient monitoring live demo, checkout our health-tracker page: <a href=\"https:\/\/cenacle.co.in\/demos\/personal-health-tracker\" class=\"rank-math-link\">Blockchain enabled EHR system &#8211; Cenacle<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">References<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>James, John <em>A New, Evidence-based Estimate of Patient Harms Associated with Hospital Care<\/em>, Journal of Patient Safety: September 2013 &#8211; Volume 9 &#8211; Issue 3 &#8211; p 122\u2013128, doi: <a class=\"rank-math-link\" href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/23860193\/\">10.1097\/PTS.0b013e3182948a69<\/a> <\/li>\n\n\n\n<li>A Healthy System, The Technology CEO Council Report, <a class=\"rank-math-link\" href=\"http:\/\/www.techceocouncil.org\/clientuploads\/reports\/A_Healthy_System_Final.pdf\">http:\/\/www.techceocouncil.org\/clientuploads\/reports\/A_Healthy_System_Final.pdf<\/a> <\/li>\n\n\n\n<li>Targeted Solutions Tool for Hand-Off Communications, Joint Commission Perspectives\u00ae, August 2012, Volume 32, Issue 8, <a class=\"rank-math-link\" href=\"https:\/\/www.jointcommission.org\/assets\/1\/6\/tst_hoc_persp_08_12.pdf\">https:\/\/www.jointcommission.org\/assets\/1\/6\/tst_hoc_persp_08_12.pdf<\/a> <\/li>\n\n\n\n<li>Cyberthreat Defense Report, NetIQ, 2015, <a class=\"rank-math-link\" href=\"https:\/\/www.netiq.com\/promo\/security-management\/2015-cyberthreat-defense-report.html\">https:\/\/www.netiq.com\/promo\/security-management\/2015-cyberthreat-defense-report.html<\/a> <\/li>\n\n\n\n<li>Gopalakrishna Palem, <strong><a class=\"rank-math-link\" href=\"https:\/\/www.researchgate.net\/profile\/GK_Palem2\/publication\/236336250_The_Practice_of_Predictive_Analytics_in_Healthcare\/file\/72e7e5232c6a904963.pdf?origin=publication_detail\">The Practice of Predictive Analytics in Healthcare<\/a><\/strong>, Apr 2013. <\/li>\n\n\n\n<li>EHR faulty software: eClinicalWorks sued for $1 Billion for inaccurate medical records <a class=\"rank-math-link\" href=\"http:\/\/www.healthcareitnews.com\/news\/eclinicalworks-sued-nearly-1-billion-inaccurate-medical-records\">http:\/\/www.healthcareitnews.com\/news\/eclinicalworks-sued-nearly-1-billion-inaccurate-medical-records<\/a> <\/li>\n\n\n\n<li>Cenacle Personal Health Record Demo: <a href=\"https:\/\/cenacle.co.in\/demos\/personal-health-tracker\">https:\/\/cenacle.co.in\/demos\/personal-health-tracker<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Cenacle Clinical decision support system  uses NLP, AI and ML to help the Doctors make informed decisions about each patient accurately, as well as identify the population level trends in discovering the hidden patterns for personalized medicine.<\/p>\n","protected":false},"author":1,"featured_media":826,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_post_was_ever_published":false,"_cloudinary_featured_overwrite":false,"fifu_image_url":"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1613622824\/CenacleResearch\/blog\/images\/Medical_Errors.png","fifu_image_alt":"Hunting Season: Vision from Bird\u2019s Eye View","footnotes":""},"categories":[43],"tags":[26,39,40,41,42,44,45],"class_list":["post-75","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-home-1","tag-artificial-intelligence","tag-blockchain","tag-cdss","tag-cenacle","tag-healthcare","tag-machine-learning","tag-medical"],"jetpack_featured_media_url":"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1613622824\/CenacleResearch\/blog\/images\/Medical_Errors.png","jetpack-related-posts":[],"jetpack_shortlink":"https:\/\/wp.me\/pfLaRd-1d","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts\/75","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/comments?post=75"}],"version-history":[{"count":1,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts\/75\/revisions"}],"predecessor-version":[{"id":876,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts\/75\/revisions\/876"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/media\/826"}],"wp:attachment":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/media?parent=75"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/categories?post=75"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/tags?post=75"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}