{"id":15679,"date":"2024-03-12T13:18:12","date_gmt":"2024-03-12T12:18:12","guid":{"rendered":"https:\/\/sano.science\/?p=15679"},"modified":"2024-03-12T13:29:02","modified_gmt":"2024-03-12T12:29:02","slug":"addressing-challenges-of-explainable-ai-in-healthcare","status":"publish","type":"post","link":"https:\/\/sano.science\/addressing-challenges-of-explainable-ai-in-healthcare\/","title":{"rendered":"Addressing Challenges of Explainable AI in Healthcare\u00a0"},"content":{"rendered":"\n<p class=\" eplus-wrapper\">The key challenges with implementing AI in medicine include:&nbsp;<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-b22206\">\n<li class=\" eplus-wrapper\">Need for extensive and comprehensive datasets for effective training of DL models\u00a0<\/li>\n\n\n\n<li class=\" eplus-wrapper\">High demands on storage and computational resources for DL approaches\u00a0<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Difficulties in deploying DL solutions in healthcare due to data quality and availability issues\u00a0<\/li>\n\n\n\n<li class=\" eplus-wrapper\">DL models&#8217; lack of transparency, often referred to as &#8220;black box&#8221; systems, which complicates understanding of their decision-making processes\u00a0<\/li>\n\n\n\n<li class=\" eplus-wrapper\">Concerns regarding the fairness and trustworthiness of AI applications in sensitive sectors such as medicine\u00a0<\/li>\n<\/ul>\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">In response, Sano&#8217;s Personal Health Data Science team, led by Dr. Jose Sousa, has embarked on an ambitious project to address these issues. They&#8217;re pioneering the Comprehensive Abstraction and Classification Tool for Uncovering Structures (CACTUS), a tool tailored to enhance the applicability and comprehensibility of AI in healthcare. \u00a0<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">CACTUS proposes a fresh classification methodology that not only scales but also ensures transparency and adaptability in explainable AI. It simplifies complex data into more manageable representations, facilitating easier analysis and interpretation.&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">This venture into developing explainable AI techniques is aimed at achieving a grand vision: to create a personal health representation that supports individual decision making by providing perspectives on future wellbeing.&nbsp; &nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">We invite you for reading and discussion on the paper \u201cCACTUS: a Comprehensive Abstraction and Classification Tool for Uncovering Structures\u201d which presents technical details of the research. Authors: Luca Gherardini, Varun Ravi Varma, Karol Capa\u0142a, Roger Woods, Jose Sousa. &nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">The paper was recently published by ACM (Association for Computing Machinery) Transactions on Intelligent Systems and Technology (TIST). \u00a0<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n\t\n    \n        \n\t\t\t<a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3649459\" target=\"_blank\" rel= \"noopener noreferrer nofollow\" class=\"button primary \">\n\n\t\t\t\t<span>\n\t\t\t\t\tREAD HERE\n\t\t\t\t<\/span>\n\n\t\t\t<\/a>\n\n        \n    \n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n    <div class=\"grid-of-images grid grid-cols-1 md:grid-cols-2 gap-24px lg:gap-32px auto-rows-auto\">\n\n        \n            \n    \n    <a\n            data-fslightbox=\"gallery\"\n            class=\"lightbox-image rounded-20px overflow-hidden\"\n            href=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy.png\"\n            title=\"Press to open photo preview\"\n            aria-label=\"Press to open photo preview\"\n    >\n\n        \n    \n        \n\t\n\t\n\t\t\n\t\t<figure class=\"overflow-hidden h-full\" aria-label=\"\" title=\"\">\n\n\t\t\t<img decoding=\"async\" src=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy.webp\" srcset=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy.png 2000w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy-300x297.png 300w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy-1024x1015.png 1024w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy-150x150.png 150w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy-768x761.png 768w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/greedy-1536x1522.png 1536w\" alt=\"\" class=\"h-full w-full object-cover\" loading=\"lazy\"\/>\n\n\t\t<\/figure>\n\n\t\n\n    \n\n    <\/a>\n\n\n        \n            \n    \n    <a\n            data-fslightbox=\"gallery\"\n            class=\"lightbox-image rounded-20px overflow-hidden\"\n            href=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph.png\"\n            title=\"Press to open photo preview\"\n            aria-label=\"Press to open photo preview\"\n    >\n\n        \n    \n        \n\t\n\t\n\t\t\n\t\t<figure class=\"overflow-hidden h-full\" aria-label=\"\" title=\"\">\n\n\t\t\t<img decoding=\"async\" src=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph.webp\" srcset=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph.png 2000w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph-300x283.png 300w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph-1024x967.png 1024w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph-768x725.png 768w, https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/graph-1536x1450.png 1536w\" alt=\"\" class=\"h-full w-full object-cover\" loading=\"lazy\"\/>\n\n\t\t<\/figure>\n\n\t\n\n    \n\n    <\/a>\n\n\n        \n    <\/div>\n\n","protected":false},"excerpt":"In the world of healthcare, the excitement around artificial intelligence (AI) is real. But let's face it, making the most of AI in medicine is easier said than done.","author":5,"featured_media":15689,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"editor_plus_post_options":"{}","editor_plus_copied_stylings":"{}","footnotes":""},"categories":[1],"tags":[],"class_list":["post-15679","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Addressing Challenges of Explainable AI in Healthcare\u00a0 - Centre for Computational Personalized Medicine<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sano.science\/addressing-challenges-of-explainable-ai-in-healthcare\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Addressing Challenges of Explainable AI in Healthcare\u00a0\" \/>\n<meta property=\"og:description\" content=\"In the world of healthcare, the excitement around artificial intelligence (AI) is real. But let&#039;s face it, making the most of AI in medicine is easier said than done.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sano.science\/addressing-challenges-of-explainable-ai-in-healthcare\/\" \/>\n<meta property=\"og:site_name\" content=\"Centre for Computational Personalized Medicine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sano.science\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-12T12:18:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-12T12:29:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sano.science\/wp-content\/uploads\/2024\/03\/AI-in-healthcare1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"sano.science\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:site\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"sano.science\" \/>\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:\\\/\\\/sano.science\\\/addressing-challenges-of-explainable-ai-in-healthcare\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sano.science\\\/addressing-challenges-of-explainable-ai-in-healthcare\\\/\"},\"author\":{\"name\":\"sano.science\",\"@id\":\"https:\\\/\\\/sano.science\\\/#\\\/schema\\\/person\\\/f227b0ab82caaee3d1a4a73ed3b4e83d\"},\"headline\":\"Addressing Challenges of Explainable AI in Healthcare\u00a0\",\"datePublished\":\"2024-03-12T12:18:12+00:00\",\"dateModified\":\"2024-03-12T12:29:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/sano.science\\\/addressing-challenges-of-explainable-ai-in-healthcare\\\/\"},\"wordCount\":267,\"publisher\":{\"@id\":\"https:\\\/\\\/sano.science\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/sano.science\\\/addressing-challenges-of-explainable-ai-in-healthcare\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sano.science\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/AI-in-healthcare1.png\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sano.science\\\/addressing-challenges-of-explainable-ai-in-healthcare\\\/\",\"url\":\"https:\\\/\\\/sano.science\\\/addressing-challenges-of-explainable-ai-in-healthcare\\\/\",\"name\":\"Addressing Challenges of Explainable AI in Healthcare\u00a0 - 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class=\" eplus-wrapper\">Need for extensive and comprehensive datasets for effective training of DL models&nbsp;<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">Need for extensive and comprehensive datasets for effective training of DL models&nbsp;<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-QZLFV8","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">High demands on storage and computational resources for DL approaches&nbsp;<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">High demands on storage and computational resources for DL approaches&nbsp;<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-lYgkoZ","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">Difficulties in deploying DL solutions in healthcare due to data quality and availability issues&nbsp;<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">Difficulties in deploying DL solutions in healthcare due to data quality and availability issues&nbsp;<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-DHtIgX","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">DL models' lack of transparency, often referred to as \"black box\" systems, which complicates understanding of their decision-making processes&nbsp;<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">DL models' lack of transparency, often referred to as \"black box\" systems, which complicates understanding of their decision-making processes&nbsp;<\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-zzC4iV","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\">Concerns regarding the fairness and trustworthiness of AI applications in sensitive sectors such as medicine&nbsp;<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\">Concerns regarding the fairness and trustworthiness of AI applications in sensitive sectors such as medicine&nbsp;<\/li>\n"]}],"innerHTML":"<ul class=\" eplus-wrapper eplus-styles-uid-b22206\">\n\n\n\n\n\n\n\n<\/ul>","innerContent":["\n<ul class=\" eplus-wrapper\">",null,"\n\n",null,"\n\n",null,"\n\n",null,"\n\n",null,"<\/ul>\n"]},{"blockName":"core\/spacer","attrs":{"height":"20px","epAnimationGeneratedClass":"edplus_anim-iGhHwL","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-BNHhG9","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">In response, Sano's Personal Health Data Science team, led by Dr. Jose Sousa, has embarked on an ambitious project to address these issues. They're pioneering the Comprehensive Abstraction and Classification Tool for Uncovering Structures (CACTUS), a tool tailored to enhance the applicability and comprehensibility of AI in healthcare. \u00a0<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">In response, Sano's Personal Health Data Science team, led by Dr. Jose Sousa, has embarked on an ambitious project to address these issues. They're pioneering the Comprehensive Abstraction and Classification Tool for Uncovering Structures (CACTUS), a tool tailored to enhance the applicability and comprehensibility of AI in healthcare. \u00a0<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"20px","epAnimationGeneratedClass":"edplus_anim-iGhHwL","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-zYPpMt","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">CACTUS proposes a fresh classification methodology that not only scales but also ensures transparency and adaptability in explainable AI. It simplifies complex data into more manageable representations, facilitating easier analysis and interpretation.&nbsp;<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">CACTUS proposes a fresh classification methodology that not only scales but also ensures transparency and adaptability in explainable AI. It simplifies complex data into more manageable representations, facilitating easier analysis and interpretation.&nbsp;<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"20px","epAnimationGeneratedClass":"edplus_anim-iGhHwL","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-Asvc3A","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">This venture into developing explainable AI techniques is aimed at achieving a grand vision: to create a personal health representation that supports individual decision making by providing perspectives on future wellbeing.&nbsp; &nbsp;<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">This venture into developing explainable AI techniques is aimed at achieving a grand vision: to create a personal health representation that supports individual decision making by providing perspectives on future wellbeing.&nbsp; &nbsp;<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"20px","epAnimationGeneratedClass":"edplus_anim-iGhHwL","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-W9w8w1","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">We invite you for reading and discussion on the paper \u201cCACTUS: a Comprehensive Abstraction and Classification Tool for Uncovering Structures\u201d which presents technical details of the research. Authors: Luca Gherardini, Varun Ravi Varma, Karol Capa\u0142a, Roger Woods, Jose Sousa. &nbsp;<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">We invite you for reading and discussion on the paper \u201cCACTUS: a Comprehensive Abstraction and Classification Tool for Uncovering Structures\u201d which presents technical details of the research. Authors: Luca Gherardini, Varun Ravi Varma, Karol Capa\u0142a, Roger Woods, Jose Sousa. &nbsp;<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"20px","epAnimationGeneratedClass":"edplus_anim-iGhHwL","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-91yNTh","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">The paper was recently published by ACM (Association for Computing Machinery) Transactions on Intelligent Systems and Technology (TIST). \u00a0<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">The paper was recently published by ACM (Association for Computing Machinery) Transactions on Intelligent Systems and 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