{"id":26125,"date":"2025-09-23T08:31:29","date_gmt":"2025-09-23T06:31:29","guid":{"rendered":"https:\/\/sano.science\/?p=26125"},"modified":"2026-01-19T15:40:39","modified_gmt":"2026-01-19T14:40:39","slug":"verifying-validating-and-quantifying-uncertainty-sanos-vvuq-in-gemini","status":"publish","type":"post","link":"https:\/\/sano.science\/verifying-validating-and-quantifying-uncertainty-sanos-vvuq-in-gemini\/","title":{"rendered":"Verifying, Validating, and Quantifying Uncertainty: Sano\u2019s VVUQ in GEMINI"},"content":{"rendered":"\n<p class=\" eplus-wrapper\"><a href=\"https:\/\/dth-gemini.eu\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">GEMINI<\/a> (A Generation of Multi-scale Digital Twins of Ischaemic and Haemorrhagic\u00a0Stroke Patients)\u00a0is a Horizon Europe project that aims to create patient-specific, multi-organ, and multi-scale Digital Twins of stroke. These digital models will support personalised treatment decisions and improve outcomes for stroke patients.<\/p>\n\n\n\n<p class=\" eplus-wrapper\"><strong>VVUQ (Verification, Validation and Uncertainty Quantification)<\/strong>&nbsp;work package is led by&nbsp;<strong>Sano Centre for Computational Medicine<\/strong>. It focuses on ensuring that GEMINI models are robust, trustworthy, and reliable by systematically verifying their implementation, validating them against experimental and clinical data, and quantifying uncertainties.<\/p>\n\n\n\n<p class=\" eplus-wrapper\">During the recent project review, our effort was evaluated very positively by the reviewers, who stated:<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<blockquote class=\"wp-block-quote eplus-wrapper is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\" eplus-wrapper\"><em>&#8220;Very good progress again made in this WP. VVUQ planning is extensive and deliverables well written. I would highly recommend independent outputs from this WP as to how to plan VVUQ (guidelines\/frameworks) as this will greatly aid the overall VHT community.&#8221;<\/em><\/p>\n<\/blockquote>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">This work and preliminary VVUQ studies will hopefully be published in the future to share our VVUQ approach in GEMINI project with the wider scientific community.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\"has-text-align-right eplus-wrapper\"><em>Authored by <a href=\"https:\/\/sano.science\/people\/karol-zajac\/\">Karol Zaj\u0105c<\/a><\/em><\/p>\n","protected":false},"excerpt":"Engineering reliable digital twins for stroke medicine","author":8,"featured_media":26171,"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-26125","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 v27.3 (Yoast SEO v27.3) - 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These digital models will support personalised treatment decisions and improve outcomes for stroke patients.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\"><a href=\"https:\/\/dth-gemini.eu\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">GEMINI<\/a> (A Generation of Multi-scale Digital Twins of Ischaemic and Haemorrhagic\u00a0Stroke Patients)\u00a0is a Horizon Europe project that aims to create patient-specific, multi-organ, and multi-scale Digital Twins of stroke. These digital models will support personalised treatment decisions and improve outcomes for stroke patients.<\/p>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-y7mD2h","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\"><strong>VVUQ (Verification, Validation and Uncertainty Quantification)<\/strong>&nbsp;work package is led by&nbsp;<strong>Sano Centre for Computational Medicine<\/strong>. It focuses on ensuring that GEMINI models are robust, trustworthy, and reliable by systematically verifying their implementation, validating them against experimental and clinical data, and quantifying uncertainties.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\"><strong>VVUQ (Verification, Validation and Uncertainty Quantification)<\/strong>&nbsp;work package is led by&nbsp;<strong>Sano Centre for Computational Medicine<\/strong>. It focuses on ensuring that GEMINI models are robust, trustworthy, and reliable by systematically verifying their implementation, validating them against experimental and clinical data, and quantifying uncertainties.<\/p>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-sANQjd","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">During the recent project review, our effort was evaluated very positively by the reviewers, who stated:<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">During the recent project review, our effort was evaluated very positively by the reviewers, who stated:<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-Tye6od","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/quote","attrs":{"epAnimationGeneratedClass":"edplus_anim-WWS0il","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-dXPRQ9","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\"><em>\"Very good progress again made in this WP. VVUQ planning is extensive and deliverables well written. I would highly recommend independent outputs from this WP as to how to plan VVUQ (guidelines\/frameworks) as this will greatly aid the overall VHT community.\"<\/em><\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\"><em>\"Very good progress again made in this WP. VVUQ planning is extensive and deliverables well written. I would highly recommend independent outputs from this WP as to how to plan VVUQ (guidelines\/frameworks) as this will greatly aid the overall VHT community.\"<\/em><\/p>\n"]}],"innerHTML":"\n<blockquote class=\"wp-block-quote eplus-wrapper\"><\/blockquote>\n","innerContent":["\n<blockquote class=\"wp-block-quote eplus-wrapper\">",null,"<\/blockquote>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-Tye6od","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"epAnimationGeneratedClass":"edplus_anim-oa737f","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\" eplus-wrapper\">This work and preliminary VVUQ studies will hopefully be published in the future to share our VVUQ approach in GEMINI project with the wider scientific community.<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">This work and preliminary VVUQ studies will hopefully be published in the future to share our VVUQ approach in GEMINI project with the wider scientific community.<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-U9ss3S","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"align":"right","epAnimationGeneratedClass":"edplus_anim-HhmNaa","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\"has-text-align-right eplus-wrapper\"><em>Authored by <a href=\"https:\/\/sano.science\/people\/karol-zajac\/\">Karol Zaj\u0105c<\/a><\/em><\/p>\n","innerContent":["\n<p class=\"has-text-align-right eplus-wrapper\"><em>Authored by <a href=\"https:\/\/sano.science\/people\/karol-zajac\/\">Karol Zaj\u0105c<\/a><\/em><\/p>\n"]}],"meta_data":{"has_thumbnail_pattern":false,"share_on_social_media":{"has_social_media":false}},"featured_image":{"url":"https:\/\/sano.science\/wp-content\/uploads\/2025\/09\/VVQ-Sano-Gemini-1024x724.webp"},"main_category":{"name":"Uncategorized"},"prev_page":{"slug":"advancing-high-performance-computing-at-ieee-escience-2025"},"next_page":{"slug":"sano-at-bio-international-convention-2025-in-boston-2"},"_links":{"self":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/26125","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/comments?post=26125"}],"version-history":[{"count":7,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/26125\/revisions"}],"predecessor-version":[{"id":27934,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/26125\/revisions\/27934"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media\/26171"}],"wp:attachment":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media?parent=26125"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/categories?post=26125"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/tags?post=26125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}