{"id":2965,"date":"2026-03-10T14:06:22","date_gmt":"2026-03-10T13:06:22","guid":{"rendered":"https:\/\/blog.fh-kaernten.at\/med-tech\/?p=2965"},"modified":"2026-03-10T14:12:35","modified_gmt":"2026-03-10T13:12:35","slug":"research-stay-at-the-university-of-queensland","status":"publish","type":"post","link":"https:\/\/blog.fh-kaernten.at\/med-tech\/2026\/03\/10\/research-stay-at-the-university-of-queensland\/","title":{"rendered":"Enhancing QSM Reproducibility: My Research Stay at The University of Queensland"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2965\" class=\"elementor elementor-2965\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f4d0ac9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f4d0ac9\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1dbe9f2\" data-id=\"1dbe9f2\" 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-fa35393 elementor-widget elementor-widget-text-editor\" data-id=\"fa35393\" 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 class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">As part of my Master\u2019s thesis in <i>Medical Engineering &amp; Analytics<\/i> at FH K\u00e4rnten, I had the opportunity to conduct part of my research at The University of Queensland (UQ) in Brisbane, Australia, supported through the Erasmus+ programme. This international research stay allowed me to further develop my work on reproducible Quantitative Susceptibility Mapping (QSM) pipelines within a highly collaborative research environment.<\/span><\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"size-full wp-image-2972 aligncenter\" src=\"http:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut.jpg\" alt=\"University of Queensland\" width=\"536\" height=\"411\" srcset=\"https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut.jpg 536w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut-300x230.jpg 300w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut-150x115.jpg 150w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut-230x176.jpg 230w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut-350x268.jpg 350w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut-480x368.jpg 480w\" sizes=\"(max-width: 536px) 100vw, 536px\" \/><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f990b7d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f990b7d\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-890d7f5\" data-id=\"890d7f5\" 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-df6ebcc elementor-widget elementor-widget-text-editor\" data-id=\"df6ebcc\" 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<h4><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Research Focus: Reproducibility in Quantitative Susceptibility Mapping<\/span><\/h4><p class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Quantitative Susceptibility Mapping (QSM) is an advanced MRI-based technique used to quantify magnetic susceptibility in biological tissue. It plays an important role in the investigation of neurological disorders, particularly in studying iron accumulation in deep gray matter structures. <\/span><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Despite its growing clinical relevance, QSM research faces a major methodological challenge: reproducibility. Differences in preprocessing strategies, algorithm implementations, software dependencies, and computing environments often limit the comparability of results across studies.<\/span><\/p><p class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">My Master\u2019s thesis, titled <b>\u201cEnhancing QSM Reproducibility: A FAIR Analysis of Research Papers and NeuroDesk-Based Implementation,\u201d <\/b>addresses this issue directly. <\/span><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">The central objective of my work is the integration and containerized execution of multiple QSM algorithms within the QSM-CI framework. By leveraging container technologies such as Docker and Apptainer, each algorithm operates within an isolated and version-controlled environment. This ensures consistent execution across systems and reduces variability caused by dependency conflicts or local configurations.<\/span><\/p><h4 class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Implementation within QSM-CI and NeuroDesk<\/span><\/h4><p class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">During my stay at UQ, I focused on extending and refining the QSM-CI pipeline. The implementation included:<\/span><\/p><ul style=\"margin-top: 0cm\" type=\"disc\"><li class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Integration of legacy and modern QSM algorithms<\/span><\/li><li class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Standardized BIDS-based input handling<\/span><\/li><li class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Automated container-based execution<\/span><\/li><li class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Structured output generation for systematic evaluation<\/span><\/li><\/ul><p class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">This container-centric approach contributes to improved comparability of QSM results and supports the long-term goal of transparent, reproducible medical imaging research aligned with FAIR principles.<\/span><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e554bef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e554bef\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0455f3c\" data-id=\"0455f3c\" 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-593e537 elementor-widget elementor-widget-text-editor\" data-id=\"593e537\" 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<h4><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Erasmus+ &amp; international exchange<\/span><\/h4><p><img decoding=\"async\" class=\"size-full wp-image-2974 aligncenter\" src=\"http:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3.jpg\" alt=\"\" width=\"605\" height=\"454\" srcset=\"https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3.jpg 605w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3-300x225.jpg 300w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3-150x113.jpg 150w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3-230x173.jpg 230w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3-350x263.jpg 350w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild3-480x360.jpg 480w\" sizes=\"(max-width: 605px) 100vw, 605px\" \/><\/p><p class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Beyond the technical work, the Erasmus+ research stay was also a valuable international experience. I worked in a very welcoming and professional team, and this made my stay much better. <\/span><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Living and working in Australia allowed me to experience a different academic culture. I met inspiring and open-minded people from all over the world \u2014 researchers, students, and professionals. Many of these connections will last well beyond my research stay, and I am grateful to have made friendships that I will carry with me into the future.<\/span><\/p><p class=\"MsoNormal\"><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">Outside the university, Australia\u2019s landscapes and coastline made a strong impression on me. I explored different parts of the country, visited vibrant cities, and spent time at its beautiful beaches. From Sydney and Perth to Brisbane, the Gold Coast, and Cairns, each place offered a unique experience. The openness of the people and the international atmosphere further highlighted the importance of global collaboration. <\/span><span lang=\"EN-GB\" style=\"font-family: 'Calibri',sans-serif\">I will for sure come back to Australia one day!<\/span><\/p>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ada4de0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ada4de0\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3cf36f7\" data-id=\"3cf36f7\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4faeaef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4faeaef\" 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=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-e3c4d55\" data-id=\"e3c4d55\" 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-5831f63 elementor-widget elementor-widget-text-editor\" data-id=\"5831f63\" 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><img decoding=\"async\" class=\"alignnone size-full wp-image-2987\" src=\"http:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild4.jpg\" alt=\"\" width=\"537\" height=\"806\" data-wp-editing=\"1\" \/><\/p>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-c3610dd\" data-id=\"c3610dd\" 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-ac77f92 elementor-widget elementor-widget-text-editor\" data-id=\"ac77f92\" 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><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2985 size-full\" src=\"http:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892.jpg\" alt=\"\" width=\"536\" height=\"710\" srcset=\"https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892.jpg 536w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892-226x300.jpg 226w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892-113x150.jpg 113w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892-230x305.jpg 230w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892-350x464.jpg 350w, https:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild2-e1773146852892-480x636.jpg 480w\" sizes=\"(max-width: 536px) 100vw, 536px\" \/><\/p>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-54b2330 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54b2330\" 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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-304e7a0\" data-id=\"304e7a0\" 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-6426cf7 elementor-widget elementor-widget-text-editor\" data-id=\"6426cf7\" 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>Yours,<br \/>MedTech @ FH K\u00e4rnten Team<\/p>\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>Ever thought about going abroad for a semester? Mr M\u00fcller is sharing his experience about his research stay at the University of Queensland and gives interesting insights into the work he did there for his master\u2019s project.<\/p>\n","protected":false},"author":279,"featured_media":2972,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[13],"tags":[],"class_list":["post-2965","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-student-projects"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Enhancing QSM Reproducibility: My Research Stay at The University of Queensland - MedTech @FH Kaernten<\/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:\/\/blog.fh-kaernten.at\/med-tech\/2026\/03\/10\/research-stay-at-the-university-of-queensland\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enhancing QSM Reproducibility: My Research Stay at The University of Queensland - MedTech @FH Kaernten\" \/>\n<meta property=\"og:description\" content=\"Ever thought about going abroad for a semester? Mr M\u00fcller is sharing his experience about his research stay at the University of Queensland and gives interesting insights into the work he did there for his master\u2019s project.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.fh-kaernten.at\/med-tech\/2026\/03\/10\/research-stay-at-the-university-of-queensland\/\" \/>\n<meta property=\"og:site_name\" content=\"MedTech @FH Kaernten\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-10T13:06:22+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-10T13:12:35+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/blog.fh-kaernten.at\/med-tech\/files\/2026\/03\/Bild1_cut.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"536\" \/>\n\t<meta property=\"og:image:height\" content=\"411\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"klemen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"klemen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/2026\\\/03\\\/10\\\/research-stay-at-the-university-of-queensland\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/2026\\\/03\\\/10\\\/research-stay-at-the-university-of-queensland\\\/\"},\"author\":{\"name\":\"klemen\",\"@id\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/#\\\/schema\\\/person\\\/0653d7b6089450143d9be66e885849ec\"},\"headline\":\"Enhancing QSM Reproducibility: My Research Stay at The University of Queensland\",\"datePublished\":\"2026-03-10T13:06:22+00:00\",\"dateModified\":\"2026-03-10T13:12:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/2026\\\/03\\\/10\\\/research-stay-at-the-university-of-queensland\\\/\"},\"wordCount\":464,\"image\":{\"@id\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/2026\\\/03\\\/10\\\/research-stay-at-the-university-of-queensland\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/files\\\/2026\\\/03\\\/Bild1_cut.jpg\",\"articleSection\":[\"Student projects\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/2026\\\/03\\\/10\\\/research-stay-at-the-university-of-queensland\\\/\",\"url\":\"https:\\\/\\\/blog.fh-kaernten.at\\\/med-tech\\\/2026\\\/03\\\/10\\\/research-stay-at-the-university-of-queensland\\\/\",\"name\":\"Enhancing QSM Reproducibility: My Research Stay at The University of Queensland - 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