{"id":60,"date":"2024-04-12T16:14:52","date_gmt":"2024-04-12T15:14:52","guid":{"rendered":"https:\/\/medicine.st-andrews.ac.uk\/pbs-draft\/?page_id=60"},"modified":"2026-06-05T10:17:11","modified_gmt":"2026-06-05T09:17:11","slug":"health-data","status":"publish","type":"page","link":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/research\/health-data\/","title":{"rendered":"Health data science"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Global Section &#8211; Main Menu&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#0071b3&#8243; min_height=&#8221;38px&#8221; max_height=&#8221;150px&#8221; custom_margin=&#8221;||-20px||false|false&#8221; custom_padding=&#8221;5px||0px||false|false&#8221; saved_tabs=&#8221;all&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; min_height=&#8221;81px&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_menu menu_id=&#8221;7&#8243; active_link_color=&#8221;#ffffff&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; menu_text_color=&#8221;#FFFFFF&#8221; menu_font_size=&#8221;18px&#8221; background_color=&#8221;#0071b3&#8243; background_layout=&#8221;dark&#8221; custom_margin=&#8221;||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_menu][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Section &#8211; Breadcrumbs&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;-50px|auto||auto|false|false&#8221; custom_padding=&#8221;10px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][lwp_divi_breadcrumbs home_text=&#8221;PBS&#8221; font_icon=&#8221;&#x35;||divi||400&#8243; _builder_version=&#8221;4.25.0&#8243; _module_preset=&#8221;default&#8221; module_font=&#8221;||||||||&#8221; global_module=&#8221;254&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/lwp_divi_breadcrumbs][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Title Section&#8221; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; custom_margin=&#8221;-110px||||false|false&#8221; locked=&#8221;off&#8221; collapsed=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_post_title meta=&#8221;off&#8221; featured_image=&#8221;off&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; title_font=&#8221;|700|||||||&#8221; title_font_size=&#8221;35px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_post_title][et_pb_text admin_label=&#8221;Intro&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span data-contrast=\"auto\">Health Data Science is an interdisciplinary field in which clinicians, statisticians, data\u00a0scientists\u00a0and other specialists collaborate\u00a0to answer important clinical questions and improve health outcomes\u00a0using statistical, computational and\u00a0data science\u00a0methods.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">In the digital age, healthcare systems generate vast amounts of data that often remain under<\/span>\u2011<span data-contrast=\"auto\">used. Advances in computing and Health Data Science methodologies now present opportunities to analyse these large and complex datasets in new ways, uncovering patterns and insights that, with expert interpretation, can be translated into clinical practice and contribute to meaningful improvements in healthcare delivery.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Our research makes use of high-quality routinely collected healthcare data accessed through secure research platforms. This includes comprehensive Scottish health datasets covering hospital admissions, emergency department attendances, pregnancies, cancer registrations, laboratory tests, and prescriptions as well as other UK and international health data sources, enabling our research teams to address clinically important questions across different populations and health systems, delivering internationally relevant and impactful research.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\">\u00a0<\/span><\/p>\n<p>[\/et_pb_text][et_pb_button button_text=&#8221;Open all&#8221; button_alignment=&#8221;right&#8221; module_id=&#8221;open-close-button&#8221; module_class=&#8221;accordion-btn&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_use_icon=&#8221;off&#8221; custom_margin=&#8221;||0px||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; button_bg_color__hover_enabled=&#8221;off|desktop&#8221; button_bg_color__hover=&#8221;#FFFFFF&#8221; button_bg_enable_color__hover=&#8221;on&#8221; custom_css_before__hover_enabled=&#8221;on|hover&#8221; custom_css_main_element__hover_enabled=&#8221;off|hover&#8221;][\/et_pb_button][et_pb_accordion open_toggle_text_color=&#8221;#0071b3&#8243; closed_toggle_text_color=&#8221;#0071b3&#8243; toggle_icon=&#8221;&#x33;||divi||400&#8243; icon_color=&#8221;#000000&#8243; use_icon_font_size=&#8221;on&#8221; icon_font_size=&#8221;45px&#8221; module_id=&#8221;open-close-accordion&#8221; module_class=&#8221;pa-add-accordion-icon&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; toggle_text_color=&#8221;#0071b3&#8243; toggle_level=&#8221;h3&#8243; toggle_font=&#8221;|700|||on||||&#8221; custom_css_toggle=&#8221;margin-bottom: 0 !important;&#8221; border_width_all=&#8221;0px&#8221; border_color_all=&#8221;#FFFFFF&#8221; border_width_top=&#8221;0px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_accordion_item title=&#8221;Dummy Item&#8221; open=&#8221;on&#8221; _builder_version=&#8221;4.17.3&#8243; _module_preset=&#8221;default&#8221; custom_css_main_element=&#8221;display: none;&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_accordion_item][et_pb_accordion_item title=&#8221;Why is health data science important?&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; background_enable_color=&#8221;on&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#000000&#8243; border_width_bottom=&#8221;1px&#8221; global_colors_info=&#8221;{}&#8221; open=&#8221;off&#8221;]<\/p>\n<p>Making sense of the large amounts of data we produce can provide earlier insights to diseases and health conditions. Using tools and methods, data can be turned into useful information that can be analysed to detect patterns which help clinicians offer patients the best care. For example, data on individual patients can be combined and analysed in order to learn more about how conditions develop in populations, and who is more likely to develop these. Analysing data can help us learn more about causes and symptoms so that we can learn to spot diseases and conditions earlier and plan how best to manage the care of patients.<\/p>\n<p>[\/et_pb_accordion_item][et_pb_accordion_item title=&#8221;Where does the health data come from?&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; background_enable_color=&#8221;on&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#000000&#8243; border_width_bottom=&#8221;1px&#8221; global_colors_info=&#8221;{}&#8221; open=&#8221;off&#8221;]<\/p>\n<p>The data used by health data scientists comes from many sources and can also come in a variety of formats, such as text, numeric and images. Sources include:<\/p>\n<ul>\n<li><strong>Health care records\u00a0<\/strong>on primary care and hospital attendance, such as doctors\u2019 records \u2014 both notes and codes\u2014 prescriptions and social care provision, records of hospital admission and A &amp; E visits<\/li>\n<li><strong>Mobile phone applications, smart watches and other tracker devices\u00a0<\/strong>that collect information on heart rate, physical activity, sleep, age and menstrual cycle.<\/li>\n<\/ul>\n<p>[\/et_pb_accordion_item][et_pb_accordion_item title=&#8221;Who has access to health data?&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; background_enable_color=&#8221;on&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#000000&#8243; global_colors_info=&#8221;{}&#8221; open=&#8221;off&#8221;]<\/p>\n<p>The ethical and legal responsibility of using data is closely controlled in the UK, each project is assessed by the relevant governing body and data is provided in an anonymous format in order to protect patient confidentiality. Health Data Research UK suggested best practice is that access to data is given for a specific use and provided through a data safe haven. A data safe haven is a platform that holds electronic records in a secure environment, providing restricted access in a de-identifiable format for analysis to enable research.<\/p>\n<p>[\/et_pb_accordion_item][et_pb_accordion_item title=&#8221;Who are the data scientists?&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; background_enable_color=&#8221;on&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#000000&#8243; global_colors_info=&#8221;{}&#8221; open=&#8221;off&#8221;]<\/p>\n<p>Data scientists come from a broad range of disciplines such as: Computer Science, Mathematics, Statistics, Biomedical Science, Physical Science and Social Science. Multidisciplinary teams work particularly well in health data research, as each expert, brings a different perspective and approach to how they interpret the research. Through sharing their thoughts, opinions and expertise, better results can be achieved.<\/p>\n<p>[\/et_pb_accordion_item][et_pb_accordion_item title=&#8221;What are some of our current research interests?&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#FFFFFF&#8221; background_enable_color=&#8221;on&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#000000&#8243; border_width_bottom=&#8221;1px&#8221; border_color_bottom=&#8221;#000000&#8243; global_colors_info=&#8221;{}&#8221; open=&#8221;off&#8221;]<\/p>\n<p>Health Data Research UK enhance our research through their funding, support and endeavours to combine health data from across the UK through their national implementation projects.<\/p>\n<p>Multimorbidity resource \u2014 defined as two or more long-term conditions \u2014 identifying which conditions are commonly found together, how these develop with age and what challenges are faced by these people and the health services that are supporting them.<\/p>\n<p>[\/et_pb_accordion_item][\/et_pb_accordion][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f1f1f1&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text admin_label=&#8221;Title&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||||||&#8221; header_2_font=&#8221;|700|||||||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Principal Investigators<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_3,1_3,1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Prof Colin McCowan&#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/colin-mccowan&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs-draft\/wp-content\/uploads\/sites\/66\/2024\/04\/20240412-ColinMcCowan.png&#8221; alt=&#8221;Alun Hughes&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; CM&#8221; _builder_version=&#8221;4.27.5&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h4>Head of Division<\/h4>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Dr Sarah Mills &#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/sarah-mills\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2024\/04\/20240415-SarahMills.png&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; SM&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h4>Clinical Senior Lecturer<\/h4>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Dr Cicely Macnamara&#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/cicely-k-macnamara\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2026\/06\/medium.jpg&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; CMc&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Lecturer in Medical Statistics<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_3,1_3,1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Professor Frank Sulliavn&#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/frank-sullivan\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2025\/09\/Frank.jpg&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; FS&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Professor of Primary Care Medicine<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Dr Keith Moffat&#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/keith-moffat\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2025\/09\/Keith.jpg&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; KM&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Academic Fellow in General Practice<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Ms Robin Alexander &#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/robin-alexander\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2026\/06\/Robin-Alexander.jpg&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; RA&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Research Fellow in Medical Statistics<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_3,1_3,1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Dr Desy Nuryunarsih&#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/desy-nuryunarsih\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2026\/06\/Desy.png&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; DN&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Research Fellow in Medical Statistics\/Health Data Science<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_blurb title=&#8221;Mr Benedict Leonard-Hawkead&#8221; url=&#8221;https:\/\/research-portal.st-andrews.ac.uk\/en\/persons\/benedict-leonard-hawkhead\/&#8221; image=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-content\/uploads\/sites\/66\/2026\/06\/Benedict.jpg&#8221; alt=&#8221;Profile photo of Sarah Mills.&#8221; icon_placement=&#8221;left&#8221; admin_label=&#8221;Blurb &#8211; BLH&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||on||||&#8221; header_text_color=&#8221;#0071b3&#8243; header_font_size=&#8221;22px&#8221; border_radii_image=&#8221;on|100px|100px|100px|100px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Research Fellow in Medical Statistics\/Health Data Science<\/p>\n<p>[\/et_pb_blurb][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Section &#8211; Projects&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; 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custom_button=&#8221;on&#8221; button_font=&#8221;|600|||||||&#8221; button_on_hover=&#8221;off&#8221; background_layout=&#8221;dark&#8221; custom_margin=&#8221;||5px||false|false&#8221; custom_margin_tablet=&#8221;-85px||||false|false&#8221; custom_margin_phone=&#8221;|0px|||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; custom_padding=&#8221;||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][et_pb_text admin_label=&#8221;Txt &#8211; Multimorbidity&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Multimorbidity is defined as two, or more, existing conditions which may affect health outcomes.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_button button_url=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/research\/health-data\/ipcress\/&#8221; 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custom_margin_tablet=&#8221;-85px||||false|false&#8221; custom_margin_phone=&#8221;|0px|||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; custom_padding=&#8221;||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][et_pb_text admin_label=&#8221;Txt &#8211; NOMAD&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span class=\"TextRun SCXW96423236 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW96423236 BCX0\">The\u00a0<\/span><\/span><span class=\"TextRun SCXW96423236 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW96423236 BCX0\">NOMAD<\/span><\/span><span class=\"TextRun SCXW96423236 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW96423236 BCX0\">\u00a0study aims to\u00a0<\/span><span class=\"NormalTextRun SCXW96423236 BCX0\">determine<\/span><span class=\"NormalTextRun SCXW96423236 BCX0\">\u00a0whether paternal use of sodium valproate is associated with an increased risk of adverse neurodevelopmental outcomes in children.<\/span><\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_button button_url=&#8221;https:\/\/medicine.st-andrews.ac.uk\/pbs\/research\/health-data\/sugest\/&#8221; button_text=&#8221;SUGEST&#8221; admin_label=&#8221;Btn &#8211; SUGEST&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_font=&#8221;|600|||||||&#8221; button_on_hover=&#8221;off&#8221; background_layout=&#8221;dark&#8221; custom_margin=&#8221;||5px||false|false&#8221; custom_margin_tablet=&#8221;-85px||||false|false&#8221; custom_margin_phone=&#8221;|0px|||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; custom_padding=&#8221;||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][et_pb_text admin_label=&#8221;Txt &#8211; SUGEST&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span class=\"NormalTextRun SCXW149346101 BCX0\">Supporting earlier identification of people who may <\/span><span class=\"NormalTextRun SCXW149346101 BCX0\">benefit<\/span><span class=\"NormalTextRun SCXW149346101 BCX0\">\u00a0from palliative care in unscheduled NHS care settings.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.23.1&#8243; 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_module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_font=&#8221;|600|||||||&#8221; button_on_hover=&#8221;off&#8221; background_layout=&#8221;dark&#8221; custom_margin=&#8221;||5px||false|false&#8221; custom_margin_tablet=&#8221;-85px||||false|false&#8221; custom_margin_phone=&#8221;|0px|||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; custom_padding=&#8221;||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][et_pb_text admin_label=&#8221;Txt &#8211; Mum PreDict&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Developing research to study and improve maternity care for pregnant women who are managing two or more long-term health conditions.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_button button_url=&#8221;https:\/\/medicine.st-andrews.ac.uk\/electra\/&#8221; button_text=&#8221;EleCtra&#8221; admin_label=&#8221;Btn &#8211; EleCtra&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_font=&#8221;|600|||||||&#8221; button_on_hover=&#8221;off&#8221; background_layout=&#8221;dark&#8221; custom_margin=&#8221;||5px||false|false&#8221; custom_margin_tablet=&#8221;-85px||||false|false&#8221; custom_margin_phone=&#8221;|0px|||false|false&#8221; custom_margin_last_edited=&#8221;on|phone&#8221; custom_padding=&#8221;||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][et_pb_text admin_label=&#8221;Txt &#8211; Electra&#8221; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>Developing a Learning Health System for NHS Fife.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; _builder_version=&#8221;4.24.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f1f1f1&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text admin_label=&#8221;Title&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||||||&#8221; header_2_font=&#8221;|700|||||||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Research Interests and Opportunities<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span class=\"NormalTextRun SCXW137809366 BCX0\">We are interested in all areas of health data science, medical\u00a0<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">stat<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">istics<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">, artificial intelligence (machine learning\/deep learning)<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">, and\u00a0<\/span><span class=\"NormalTextRun CommentStart SCXW137809366 BCX0\">mixed\u00a0<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">methods<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">\u00a0related to health data analysis<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">. <\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">We su<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">pport\u00a0<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">funded\u00a0<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">PhD students,\u00a0<\/span><a href=\"https:\/\/www.st-andrews.ac.uk\/subjects\/interdisciplinary\/health-data-science-msc\/?gad_source=1&amp;gad_campaignid=23631280488&amp;gbraid=0AAAAABjZoM3nmU4N6DFue8_C3RhLIqq0N&amp;gclid=Cj0KCQjw_IXQBhCkARIsADqELbKL5Ixntbjq5jCmsonktT6L2vaPcqieKR9CuouGylgaw1Q8Wed3NAkaArjiEALw_wcB\"><span class=\"NormalTextRun SCXW137809366 BCX0\">taught\u00a0<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">M<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">Sc<\/span><\/a><span class=\"NormalTextRun SCXW137809366 BCX0\">\u00a0and MSc by Research projects and undergraduate summer projects.<\/span><span class=\"NormalTextRun SCXW137809366 BCX0\">\u00a0<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text admin_label=&#8221;Title&#8221; _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; header_font=&#8221;|700|||||||&#8221; header_2_font=&#8221;|700|||||||&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Contact Us<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.6&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span class=\"TextRun SCXW136541574 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW136541574 BCX0\">If you have a question or would like further information, please\u202femail us <\/span><\/span><a class=\"Hyperlink SCXW136541574 BCX0\" href=\"mailto:cm434@st-andrews.ac.uk\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW136541574 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW136541574 BCX0\" data-ccp-charstyle=\"Hyperlink\">cm434@st-andrews.ac.uk<\/span><\/span><\/a><span class=\"TextRun SCXW136541574 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW136541574 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun SCXW136541574 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW136541574 BCX0\">\u202f<\/span><\/span><span class=\"TextRun SCXW136541574 BCX0\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW136541574 BCX0\">and we will get back to you as soon as possible.<\/span><\/span><span class=\"EOP Selected SCXW136541574 BCX0\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p><div class=\"et_pb_module lwp_divi_breadcrumbs lwp_divi_breadcrumbs_0\">\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t<div class=\"et_pb_module_inner\">\n\t\t\t\t\t<div class=\"lwp-breadcrumbs\"> <span class=\"before\"><\/span> <span vocab=\"https:\/\/schema.org\/\" typeof=\"BreadcrumbList\"><span property=\"itemListElement\" typeof=\"ListItem\"><a property=\"item\" typeof=\"WebPage\" href=\"https:\/\/medicine.st-andrews.ac.uk\/pbs\/\" class=\"home\"><span property=\"name\">PBS<\/span><\/a><meta property=\"position\" content=\"1\"><\/span> <span class=\"separator et-pb-icon\">5<\/span> <\/span><\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>Health Data Science is an interdisciplinary field in which clinicians, statisticians, data\u00a0scientists\u00a0and other specialists collaborate\u00a0to answer important clinical questions and improve health outcomes\u00a0using statistical, computational and\u00a0data science\u00a0methods.\u00a0 In the digital age, healthcare systems generate vast amounts of data that often remain under\u2011used. Advances in computing and Health [&hellip;]<\/p>\n","protected":false},"author":126,"featured_media":0,"parent":38,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-60","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/pages\/60","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/users\/126"}],"replies":[{"embeddable":true,"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/comments?post=60"}],"version-history":[{"count":5,"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/pages\/60\/revisions"}],"predecessor-version":[{"id":545,"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/pages\/60\/revisions\/545"}],"up":[{"embeddable":true,"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/pages\/38"}],"wp:attachment":[{"href":"https:\/\/medicine.st-andrews.ac.uk\/pbs\/wp-json\/wp\/v2\/media?parent=60"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}