{"id":12970,"date":"2022-04-14T18:38:38","date_gmt":"2022-04-14T13:08:38","guid":{"rendered":"https:\/\/www.allerin.com\/blog\/?p=12970"},"modified":"2022-04-01T18:40:06","modified_gmt":"2022-04-01T13:10:06","slug":"leveraging-ai-to-optimize-computerized-tomography","status":"publish","type":"post","link":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/","title":{"rendered":"Leveraging AI To Optimize Computerized Tomography"},"content":{"rendered":"<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-12971\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg\" alt=\"AI in computed tomography\" width=\"1000\" height=\"604\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg 1000w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography-300x181.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography-768x464.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a>The increasing number of applications of AI in healthcare is well documented\u2014from both <a href=\"https:\/\/www.allerin.com\/blog\/the-role-of-nlp-in-modern-healthcare\">positive<\/a> and <a href=\"https:\/\/www.allerin.com\/blog\/why-healthcare-is-not-ready-for-ai-yet\">negative<\/a> perspectives. Machine learning, deep learning and AI are generally incorporated to overcome certain weaknesses in healthcare operations or <a href=\"https:\/\/www.allerin.com\/blog\/how-machine-learning-disrupts-diabetes-care\">improve the quality of care for certain health conditions<\/a>. One such aspect is the computerized tomography (CT) scan procedure. While there is nothing fundamentally wrong with CT scans, there are a few areas that have room for improvement. For instance, as you know, CT scans use radiations to get visual information about the internal condition. Long-term exposure to such radiation can cause cancer and similar health conditions in patients. Additionally, there is always scope for improvement in the clarity of imaging in CT scans.<\/p>\n<h4><\/h4>\n<p>The use of AI in computed tomography can resolve such shortcomings and optimize CT scans.<\/p>\n<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-12972\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography.png\" alt=\"AI in computed tomography\" width=\"1620\" height=\"1620\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography.png 1620w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-300x300.png 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-1024x1024.png 1024w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-150x150.png 150w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-768x768.png 768w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-1536x1536.png 1536w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-144x144.png 144w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2022\/04\/Leveraging-AI-To-Optimize-Computerized-Tomography-120x120.png 120w\" sizes=\"auto, (max-width: 1620px) 100vw, 1620px\" \/><\/a><\/p>\n<h2>Higher Quality in CT Scan Imaging with Deep Learning<\/h2>\n<p>Doctors understand the long-term risks CT scan radiation exposure can have on patients, especially the ones who are more vulnerable\u2014children and older people. Therefore, they tend to use lesser amounts of radiation. Now, as you probably know, CT scan images are created by overlapping multiple stacked 2D images of a patient&#8217;s internals. Simply put, higher quality imaging requires greater amounts of radiation usage. However, this is not possible as public healthcare bodies usually set limiters on how much radiation can be used on patients. Convoluted Neural Networks and deep learning can be used to create a dataset of images by dividing CT scan images into several local regions. The dataset can be created by pairing regions that require different radiation doses. Including AI in computed tomography creates high-resolution CT scan images that can provide greater informational depth to doctors.<\/p>\n<h2>Lesser Radiation Usage with Predictive Analysis<\/h2>\n<p>AI can allow healthcare experts to conduct CT scans with minimal amounts of radiation dosage. Predictive analysis makes it possible for machine learning algorithms to accurately estimate certain elements of an under-development CT scan image. This means that patients will need to be exposed for a certain minimal amount of time.<\/p>\n<h4><\/h4>\n<p>Moving forward, there will be several ways in which involving AI in computed tomography will significantly improve CT scan-driven disease detection and accurate diagnoses and treatment.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The increasing number of applications of AI in healthcare is well documented\u2014from both positive and negative perspectives. Machine learning, deep learning and AI are generally incorporated to overcome certain weaknesses&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[3],"tags":[1508],"class_list":["post-12970","post","type-post","status-publish","format-standard","hentry","category-technology","tag-ai-in-computed-tomography"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Leveraging AI To Optimize Computerized Tomography<\/title>\n<meta name=\"description\" content=\"The involvement of AI in computed tomography can improve the quality of data collection and also reduce the amount of radiation required to be passed through patients\u2019 bodies.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Leveraging AI To Optimize Computerized Tomography\" \/>\n<meta property=\"og:description\" content=\"The increasing number of applications of AI in healthcare is well documented\u2014from both positive and negative perspectives. Machine learning, deep learning\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/\" \/>\n<meta property=\"og:site_name\" content=\"Artificial Intelligence, ROBOTICS, AUTOMATION\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/allerintech\" \/>\n<meta property=\"article:published_time\" content=\"2022-04-14T13:08:38+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg\" \/>\n<meta name=\"author\" content=\"Naveen Joshi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@joshinav\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Naveen Joshi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/\"},\"author\":{\"name\":\"Naveen Joshi\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\"},\"headline\":\"Leveraging AI To Optimize Computerized Tomography\",\"datePublished\":\"2022-04-14T13:08:38+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/\"},\"wordCount\":373,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/AI-in-computed-tomography.jpg\",\"keywords\":[\"AI in computed tomography\"],\"articleSection\":[\"Technology\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/\",\"name\":\"Leveraging AI To Optimize Computerized Tomography\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/AI-in-computed-tomography.jpg\",\"datePublished\":\"2022-04-14T13:08:38+00:00\",\"description\":\"The involvement of AI in computed tomography can improve the quality of data collection and also reduce the amount of radiation required to be passed through patients\u2019 bodies.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#primaryimage\",\"url\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/AI-in-computed-tomography.jpg\",\"contentUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/AI-in-computed-tomography.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/leveraging-ai-to-optimize-computerized-tomography\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Leveraging AI To Optimize Computerized Tomography\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/\",\"name\":\"Artificial Intelligence, ROBOTICS, AUTOMATION\",\"description\":\"Empowering Futures: Innovating with AI and Machine Learning\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\",\"name\":\"Allerin\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/06\\\/logo-fire.png\",\"contentUrl\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2016\\\/06\\\/logo-fire.png\",\"width\":1000,\"height\":1000,\"caption\":\"Allerin\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/allerintech\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/allerintech\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\",\"name\":\"Naveen Joshi\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g\",\"caption\":\"Naveen Joshi\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/joshinav\"],\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Leveraging AI To Optimize Computerized Tomography","description":"The involvement of AI in computed tomography can improve the quality of data collection and also reduce the amount of radiation required to be passed through patients\u2019 bodies.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/","og_locale":"en_US","og_type":"article","og_title":"Leveraging AI To Optimize Computerized Tomography","og_description":"The increasing number of applications of AI in healthcare is well documented\u2014from both positive and negative perspectives. Machine learning, deep learning","og_url":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/","og_site_name":"Artificial Intelligence, ROBOTICS, AUTOMATION","article_publisher":"https:\/\/www.facebook.com\/allerintech","article_published_time":"2022-04-14T13:08:38+00:00","og_image":[{"url":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg","type":"","width":"","height":""}],"author":"Naveen Joshi","twitter_card":"summary_large_image","twitter_creator":"@joshinav","twitter_misc":{"Written by":"Naveen Joshi","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#article","isPartOf":{"@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/"},"author":{"name":"Naveen Joshi","@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/person\/d01e43be365179dae3ff572b2007c64e"},"headline":"Leveraging AI To Optimize Computerized Tomography","datePublished":"2022-04-14T13:08:38+00:00","mainEntityOfPage":{"@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/"},"wordCount":373,"commentCount":0,"publisher":{"@id":"https:\/\/www.allerin.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#primaryimage"},"thumbnailUrl":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg","keywords":["AI in computed tomography"],"articleSection":["Technology"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/","url":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/","name":"Leveraging AI To Optimize Computerized Tomography","isPartOf":{"@id":"https:\/\/www.allerin.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#primaryimage"},"image":{"@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#primaryimage"},"thumbnailUrl":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg","datePublished":"2022-04-14T13:08:38+00:00","description":"The involvement of AI in computed tomography can improve the quality of data collection and also reduce the amount of radiation required to be passed through patients\u2019 bodies.","breadcrumb":{"@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#primaryimage","url":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg","contentUrl":"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2022\/04\/AI-in-computed-tomography.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.allerin.com\/blog\/leveraging-ai-to-optimize-computerized-tomography\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.allerin.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Leveraging AI To Optimize Computerized Tomography"}]},{"@type":"WebSite","@id":"https:\/\/www.allerin.com\/blog\/#website","url":"https:\/\/www.allerin.com\/blog\/","name":"Artificial Intelligence, ROBOTICS, AUTOMATION","description":"Empowering Futures: Innovating with AI and Machine Learning","publisher":{"@id":"https:\/\/www.allerin.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.allerin.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.allerin.com\/blog\/#organization","name":"Allerin","url":"https:\/\/www.allerin.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2016\/06\/logo-fire.png","contentUrl":"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2016\/06\/logo-fire.png","width":1000,"height":1000,"caption":"Allerin"},"image":{"@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/allerintech","https:\/\/www.linkedin.com\/company\/allerintech"]},{"@type":"Person","@id":"https:\/\/www.allerin.com\/blog\/#\/schema\/person\/d01e43be365179dae3ff572b2007c64e","name":"Naveen Joshi","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/84481da5c6f8416248744f676c850c7dec534781024b854c7f3d26d2586a9f53?s=96&d=mm&r=g","caption":"Naveen Joshi"},"sameAs":["https:\/\/x.com\/joshinav"],"url":"https:\/\/www.allerin.com\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts\/12970","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/comments?post=12970"}],"version-history":[{"count":1,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts\/12970\/revisions"}],"predecessor-version":[{"id":12973,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/posts\/12970\/revisions\/12973"}],"wp:attachment":[{"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/media?parent=12970"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/categories?post=12970"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.allerin.com\/blog\/wp-json\/wp\/v2\/tags?post=12970"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}