{"id":19,"date":"2025-10-23T10:57:53","date_gmt":"2025-10-23T10:57:53","guid":{"rendered":"https:\/\/igrt-lab.i-med.ac.at\/?page_id=19"},"modified":"2026-02-11T18:56:54","modified_gmt":"2026-02-11T18:56:54","slug":"reasearch","status":"publish","type":"page","link":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/reasearch\/","title":{"rendered":"Research"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"padding-top:var(--wp--preset--spacing--70)\">Research areas:<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">A &#8211; Image-Guided Radiotherapy &amp; Treatment QA<\/h3>\n\n\n\n<p>Development of advanced algorithms and workflows for real-time treatment verification, motion management, and quality assurance in radiotherapy. Focus on integrating surface scanning, EPID\/Delta4\/IQM signals, and AI-supported decision tools to improve accuracy and clinical robustness.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">B &#8211; Dosimetry &amp; Dosiomics<\/h3>\n\n\n\n<p>Extraction and analysis of high-dimensional dose features (\u201cdosiomics\u201d) to predict clinical outcomes, toxicity, and therapy response. This includes methodological research (feature extraction, model development, validation) and clinical translation using retrospective radiotherapy datasets.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">C &#8211; Computational Anatomy, Motion Modelling &amp; Digital Twins<\/h3>\n\n\n\n<p>Simulation of patient anatomy and tumor motion using CT\/CBCT fusion, finite-element modelling, and AI-based surface-to-volume prediction. Goal: enable radiation-free position verification and real-time intra-fraction motion prediction using digital patient twins.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Publications:<\/h2>\n\n\n\n\n<div id=\"citrus-publications-69d5598914dfe\" class=\"citrus-publications citrus-style-default\" data-citrus-publications=\"true\" data-author=\"\" data-year=\"\" data-type=\"\" data-limit=\"-1\" data-per-page=\"50\" data-style=\"default\" data-show-search=\"true\" data-show-filters=\"true\" data-enable-ai-summary=\"true\" data-bibtex-url=\"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/citrus\/v1\/bibtex\" data-publication-url=\"\">\n        <div class=\"citrus-search-filters\">\n                <input \n            type=\"text\" \n            id=\"citrus-search-citrus-publications-69d5598914dfe\" \n            class=\"citrus-search\" \n            placeholder=\"Search publications...\"\n            aria-label=\"Search publications\"\n        >\n                \n                <div id=\"citrus-filter-author-citrus-publications-69d5598914dfe\" class=\"citrus-dropdown-filter\" aria-label=\"Filter by author\">\n            <button class=\"citrus-dropdown-toggle\">All Authors<\/button>\n            <div class=\"citrus-dropdown-content\">\n                <label class=\"citrus-dropdown-option\">\n                    <input type=\"radio\" name=\"author-filter-citrus-publications-69d5598914dfe\" value=\"\" checked>\n                    <span>All Authors<\/span>\n                <\/label>\n            <\/div>\n        <\/div>\n        \n        <div id=\"citrus-filter-year-citrus-publications-69d5598914dfe\" class=\"citrus-dropdown-filter\" aria-label=\"Filter by year\">\n            <button class=\"citrus-dropdown-toggle\">All Years<\/button>\n            <div class=\"citrus-dropdown-content\">\n                <label class=\"citrus-dropdown-option\">\n                    <input type=\"radio\" name=\"year-filter-citrus-publications-69d5598914dfe\" value=\"\" checked>\n                    <span>All Years<\/span>\n                <\/label>\n            <\/div>\n        <\/div>\n        \n        <div id=\"citrus-filter-type-citrus-publications-69d5598914dfe\" class=\"citrus-type-filter\" aria-label=\"Filter by type\">\n            <button class=\"citrus-type-filter-toggle\">Publication Types<\/button>\n            <div class=\"citrus-type-filter-dropdown\">\n                <!-- Types will be populated by JavaScript -->\n            <\/div>\n        <\/div>\n            <\/div>\n        \n    <div class=\"citrus-loading\">Loading publications...<\/div>\n<\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\">Patents:<\/h2>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Research areas: A &#8211; Image-Guided Radiotherapy &amp; Treatment QA Development of advanced algorithms and workflows for real-time treatment verification, motion management, and quality assurance in radiotherapy. Focus on integrating surface scanning, EPID\/Delta4\/IQM signals, and AI-supported decision tools to improve accuracy and clinical robustness. B &#8211; Dosimetry &amp; Dosiomics Extraction and analysis of high-dimensional dose features [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-19","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/pages\/19","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/comments?post=19"}],"version-history":[{"count":16,"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/pages\/19\/revisions"}],"predecessor-version":[{"id":174,"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/pages\/19\/revisions\/174"}],"wp:attachment":[{"href":"https:\/\/igrt-lab.i-med.ac.at\/index.php\/wp-json\/wp\/v2\/media?parent=19"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}