{"id":22646,"date":"2021-02-25T10:33:21","date_gmt":"2021-02-25T10:33:21","guid":{"rendered":"https:\/\/www.experfy.com\/blog\/ai-speeding-up-covid-19-vaccine-rollout-tracking\/"},"modified":"2023-09-04T16:16:52","modified_gmt":"2023-09-04T16:16:52","slug":"ai-speeding-up-covid-19-vaccine-rollout-tracking","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/health-tech\/ai-speeding-up-covid-19-vaccine-rollout-tracking\/","title":{"rendered":"AI Is Speeding Up The COVID 19 Vaccine Rollout And Tracking"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"22646\" class=\"elementor elementor-22646\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-9a130fb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9a130fb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-147bd4b\" data-id=\"147bd4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3cba79f elementor-widget elementor-widget-text-editor\" data-id=\"3cba79f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The Pfizer and the Moderna vaccines are in the market, and the clinical trials have already begun showing amazing results. But, the dilemma is that of the rollout of the vaccine.Does the governments of nations have the potential for quick distribution of the vaccine?<\/p>\n<p>A recent account in devex shows that AI development can help the COVID 19 vaccine reach nearly <strong>80 percent<\/strong> of the global population who currently live in low and middle-income countries, which is almost <strong>2 billion<\/strong> people.<\/p>\n<p>Pfizer and Moderna leveraged cutting-edge science to develop the vaccine, and it seems that it is again the technology that will go parallelly until the vaccine shots are given to every needy.<\/p>\n<p>We human beings cannot take thousands of competing and evolving factors into consideration, and this is where AI comes into play. Since the beginning of the COVID19 pandemic, AI and other digital tools have crunched thousands of scientific papers to develop the vaccine. This time, AI is there to process the data much faster than humans can and speed up the vaccine roll out and tracking.<\/p>\n<p>This post will see how pharmaceutical companies can use AI approaches, recommendations, and strategies to make a difference in the vaccine rollout. Before this, let\u2019s have a look at the <strong>four distinct areas in which AI plays a major role.<\/strong><\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3a9381 elementor-widget elementor-widget-heading\" data-id=\"d3a9381\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u2022 Triage and impact modeling<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bab22e4 elementor-widget elementor-widget-text-editor\" data-id=\"bab22e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The AI technology helps figure out the needy from the population group who quickly needs to be vaccinated to end the COVID 19 pandemic.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fc9d32 elementor-widget elementor-widget-heading\" data-id=\"1fc9d32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u2022 Demand forecastin<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8818bf1 elementor-widget elementor-widget-text-editor\" data-id=\"8818bf1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It determines the areas where the vaccine needs to be shipped and when they need it. This will help the needy masses to be vaccinated in the least amount of time.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e895e0 elementor-widget elementor-widget-heading\" data-id=\"7e895e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u2022 Supply chain management<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd4f258 elementor-widget elementor-widget-text-editor\" data-id=\"bd4f258\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Monitors the production of the doses and delivery network to avoid bottlenecks in supply chain management.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a018a6a elementor-widget elementor-widget-heading\" data-id=\"a018a6a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u2022 Post-vaccination supervision<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb57437 elementor-widget elementor-widget-text-editor\" data-id=\"eb57437\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>There might be some post adverse side effects from the trial; AI watches out for those signs and informs the relevant authorities about them.<\/p>\n<hr class=\"wp-block-separator\"\/>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-efb643a elementor-widget elementor-widget-heading\" data-id=\"efb643a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pharmaceuticals giant exploring the role of AI in the vaccine rollout.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b45b673 elementor-widget elementor-widget-heading\" data-id=\"b45b673\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Genpact, UK<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a2e328 elementor-widget elementor-widget-text-editor\" data-id=\"1a2e328\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>With the help of Genpact A, the UK government can track events by batch, lot, and location much easier than humans can do. AI can track issues such as ethnicity, gender, age, and other demographic factors that can affect doses.<\/p>\n<p> \u201cAI can handle thousands of dimensions of data and find patterns and signals in the data very rapidly, something that would take humans much longer to find<strong>.\u201d<\/strong><\/p><p ><strong><em>Pharmaceutical companies are exploring AI&#8217;s role in the availability, procurement, tracing, delivery logistics, and storage of the vaccine in supply chain management.<\/em><\/strong><\/p>\n<hr class=\"wp-block-separator\"\/>\n\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0642fb8 elementor-widget elementor-widget-heading\" data-id=\"0642fb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Now let talk about the main benefits of AI in Covid 19 vaccine rollout &amp; tracking:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-772975e elementor-widget elementor-widget-heading\" data-id=\"772975e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Figures out the reaction of the population<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c346946 elementor-widget elementor-widget-text-editor\" data-id=\"c346946\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>After the COVID 19 vaccine rollout among the population worldwide, AI will help us see the entire scene and the possible adverse effects caused by it. It will provide insights into the patients\u2019 reactions after the vaccination based on their demographic information and medical history.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07b7f47 elementor-widget elementor-widget-heading\" data-id=\"07b7f47\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Vaccine reporting process<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d22dcb elementor-widget elementor-widget-text-editor\" data-id=\"3d22dcb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI informs about the vaccine reporting process because this process has multiple steps for accurate reporting of data. It allows for less inspection by humans and sinks the data onto one plane. This prevents the healthcare institutions from building reports for multiple EHR <strong>(Electronic Health Records)<\/strong> or pharmacy systems.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ad347b elementor-widget elementor-widget-heading\" data-id=\"7ad347b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Ensures continuous supply<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e90fdf0 elementor-widget elementor-widget-text-editor\" data-id=\"e90fdf0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI systems ensure a continuous supply to avoid complexity in the supply chain. It allows for real-time visibility of the supply chain performance and provides autonomous supply operations to allocate materials and distribute products.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-747a2bd elementor-widget elementor-widget-heading\" data-id=\"747a2bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. RPA bot well-positioned to now help track flu vaccinations in the UK<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dbce88 elementor-widget elementor-widget-text-editor\" data-id=\"7dbce88\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The NHS is now reviewing plans to extend the technology to report on COVID-19 vaccinations, recently approved to be administered in the UK. NHS Foundation Trust in the UK uses the AI tool to track the COVID 19 vaccine rollout, which has been earlier deployed to track flu vaccinations in the UK.<\/p>\n<p>The flu-reporting bot is making use of the AI tool to improve data accuracy and ensures that the valuable time is not diverted from supporting staff and patient care.\u201d&nbsp;&nbsp;<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c3db92 elementor-widget elementor-widget-heading\" data-id=\"2c3db92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. AI communicates well<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b6bc73 elementor-widget elementor-widget-text-editor\" data-id=\"7b6bc73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.experfy.com\/blog\/ai-ml\/a-guide-to-artificial-intelligence-in-enterprise-business-is-it-right-for-your-business\/\" target=\"_blank\" rel=\"noreferrer noopener\">Artificial Intelligence<\/a> targets messages and helps in connecting with needy citizens. AI customizes the message\u2019s content that motivates the citizens to take the vaccine by looking at the profession and vulnerability of the masses.<\/p>\n<p>The technology personalizes the messages that help citizens access the vaccine either by phone call, website, or text.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5fbbb5 elementor-widget elementor-widget-heading\" data-id=\"c5fbbb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">6. AI helps in healthy decision-makin<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cac065d elementor-widget elementor-widget-text-editor\" data-id=\"cac065d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Healthcare workers often see the COVID 19 vaccine\u2019s distribution process on a macro-level, but the scene is quite different. We need to analyze it on a smaller scale because we can better allocate the vaccines within a state, locations, and subpopulations.<\/p>\n<p>AI-augmented simulations help roll out the vaccine in a dozen locations within a state by considering several factors that include hundred of inputs, hospital utilization, mobility data, and current infection rates.<\/p>\n<p>In such a mass, the bot will prove itself to be a good decision-maker as it will send the vaccines to those in utmost need. But, with AI, the developers need to understand the pattern to avoid bias.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b6e185 elementor-widget elementor-widget-heading\" data-id=\"7b6e185\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">7. AI-based chatbots<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a33b63c elementor-widget elementor-widget-text-editor\" data-id=\"a33b63c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI-infused chatbots are a great example of AI\u2019s application in COVID vaccine rollout. The bots address the COVID 19 questions through the population\u2019s existing voice, chat, or social media channels.<\/p>\n<p>Tony Bates, the CEO of Genesys, says that their company has released COVOD-19 vaccine response, a digital solution that will enable the companies to use AI-enabled chatbots.&nbsp;<\/p>\n<p>The bot will address the requests for information from more than 330 million people in states.<\/p>\n<hr class=\"wp-block-separator\"\/>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdcc83d elementor-widget elementor-widget-heading\" data-id=\"bdcc83d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Final Words<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-912b1a5 elementor-widget elementor-widget-text-editor\" data-id=\"912b1a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI has become an integral part of the digital industry and now the pharmaceutical industry as well. With the COVID 19 vaccine rollout, AI has proved to be the catalyst in time-saving and efficacy capabilities.<\/p>\n<p><strong>41 percent <\/strong>of the healthcare executives from the pharmaceutical industry have reported that AI is one such technology that has the most significant impact on them since the time vaccine has been in the market. It has empowered human healthcare professionals and helped them work faster and better.<\/p>\n<p>It\u2018s the right time when the healthcare sector dealing with COVID 19 vaccine rollout shipment should cherish and adapt the benefits in COVID vaccine rollout and <a href=\"https:\/\/www.pixelcrayons.com\/hire-ai-developer?utm_source=GP-experfy&amp;utm_medium=MJ-SS-AI&amp;utm_campaign=MJ\" target=\"_blank\" rel=\"noreferrer noopener\">hire AI developers<\/a> to leverage this technology\u2019s power.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI has become an integral part of the digital industry and now the pharmaceutical industry as well. With the COVID-19 vaccine rollout, AI has proved to be the catalyst in time-saving and efficacy capabilities.<\/p>\n","protected":false},"author":617,"featured_media":18806,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[197],"tags":[97,729,1361],"ppma_author":[3227],"class_list":["post-22646","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-health-tech","tag-artificial-intelligence","tag-covid-19","tag-vaccine"],"authors":[{"term_id":3227,"user_id":617,"is_guest":0,"slug":"varun-bhagat","display_name":"Varun Bhagat","avatar_url":"https:\/\/www.experfy.com\/blog\/wp-content\/uploads\/2020\/04\/medium_478b2fb7-823f-4be8-ba91-07e6b8df1a6a-150x150.jpeg","user_url":"https:\/\/www.pixelcrayons.com","last_name":"Bhagat","first_name":"Varun","job_title":"","description":"Varun Bhagat is a Senior IT Consultant at PixelCrayons, a\u00a0<a href=\"https:\/\/www.pixelcrayons.com\/custom-software-development-services?utm_source=experfy-blog&amp;utm_medium=Experfy-Ruby&amp;utm_campaign=Software\" target=\"_blank\" rel=\"noopener\">software development company in India\u00a0<\/a>offering end-to-end solutions to Enterprises, ISVs, Digital Agencies, and Startups. He is also a Tech Blogger and Contributor at Entrepreneur Media."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/22646","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/617"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=22646"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/22646\/revisions"}],"predecessor-version":[{"id":32108,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/22646\/revisions\/32108"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/18806"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=22646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=22646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=22646"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=22646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}