{"id":19,"date":"2025-04-08T20:21:34","date_gmt":"2025-04-08T19:21:34","guid":{"rendered":"https:\/\/research.northumbria.ac.uk\/probablefutures\/?page_id=19"},"modified":"2026-10-01T10:46:31","modified_gmt":"2026-10-01T09:46:31","slug":"home","status":"publish","type":"page","link":"https:\/\/research.northumbria.ac.uk\/probablefutures\/","title":{"rendered":"Home"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"19\" class=\"elementor elementor-19\">\n\t\t\t\t<div class=\"elementor-element elementor-element-972ddb4 e-con-full e-flex e-con e-parent\" data-id=\"972ddb4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9a8e9a elementor-widget__width-inherit elementor-widget elementor-widget-sina_content_slider\" data-id=\"e9a8e9a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"sina_content_slider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"sina-content-slider owl-carousel\"\r\n\t\tdata-item-lg=\"1\"\r\n\t\tdata-item-md=\"1\"\r\n\t\tdata-item-sm=\"1\"\r\n\t\tdata-autoplay=\"yes\"\r\n\t\tdata-pause=\"yes\"\r\n\t\tdata-center=\"\"\r\n\t\tdata-slide-anim=\"none\"\r\n\t\tdata-slide-anim-out=\"none\"\r\n\t\tdata-nav=\"yes\"\r\n\t\tdata-dots=\"yes\"\r\n\t\tdata-mouse-drag=\"yes\"\r\n\t\tdata-touch-drag=\"yes\"\r\n\t\tdata-loop=\"yes\"\r\n\t\tdata-speed=\"400\"\r\n\t\tdata-delay=\"9000\">\r\n\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-1d61dcd\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">When AI Enters the Criminal Courts\u2014Two Mock Jury Trials from the PROBabLE Futures Project<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Read our latest blog here\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/?p=6766\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-c9d6f85\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">NPL Call for Evidence: AI testing, evaluation and assurance in the UK<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Read our latest response here\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2026\/10\/PROBabLE-Futures-Responses-to-NPL-CfE-Sept-2026.pdf\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-0b2502f\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">When AI in a Trial Goes on Trial, the Technology Might Not Be the Central Challenge: Insights from a World Caf\u00e9<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Read our blog here\n\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/rai.ac.uk\/when-ai-in-a-trial-goes-on-trial-the-technology-might-not-be-the-central-challenge-insights-from-a-world-cafe\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-9b96c8f\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">View our newly launched 'Mapping AI Tools in Criminal Justice across England &amp; Wales' <\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Click below\n\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/probablefutures.github.io\/ai-mapping\/\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-292f579\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">AI in policing: safeguards can't keep up, new research warns<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Read the latest Northumbria University article here \n\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/www.northumbria.ac.uk\/about-us\/news-events\/news\/ai-police-mapping\/\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-e1c81ef\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">The Use of Probabilistic AI in Law Enforcement and the Criminal Justice System of England and Wales<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Written by Temitope Lawal, Kyriakos N. Kotsoglou, Evdoxia Taka,\nMarion Oswald, Michele Sevegnani, Muffy Calder\n\n\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2026\/06\/Final-Report_The-Use-of-Probabilistic-AI-in-LE-and-CJS_PROBabLE_Futures.pdf\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-2a1722a\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Government consultation on a new legal framework for law enforcement use of biometrics, facial\u202frecognition\u202fand similar technologies\u202f <\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Response from Marion Oswald, Carole McCartney, Kyriakos N. Kotsoglou, Alexandra R. Taylor, Muffy Calder, Jennifer Ekene Dunkwu, Mackenzie Jorgensen, Evdoxia Taka, Temitope Lawal, Claire Paterson-Young, Katherine Jones, Adrian Weller, Kyle Montague \n\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/www.linkedin.com\/feed\/update\/urn:li:activity:7460735722036129792\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-996fd8f\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Don\u2019t Let AI Do the Policing: Findings from a Multi-Stakeholder Workshop on Evaluating Large Language Models for Policing<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Don\u2019t Let AI Do the Policing: Findings from a Multi-Stakeholder Workshop on Evaluating Large Language Models for Policing\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2026\/05\/LLM-Evaluation-PROBabLE-Futures-Policy-Brief.pdf\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-c3284a4\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Responsible AI in criminal justice: LLMs in policing and risks to case progression<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Excited to share our new paper on arXiv!\nThere is growing interest in the use of Large Language Models (LLMs) in policing, but there are potential risks. We have developed a practical approach to identifying risks, grounded in the policing and legal system of England and Wales. We identify 15 policing tasks that could be implemented using LLMs and 17 risks from their use, then illustrate with over 40 examples of impact on case progression. As good practice is agreed, many risks could be reduced. But this requires effort: we need to address these risks in a timely manner and define system wide impacts and benefits.\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/arxiv.org\/abs\/2603.18116\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-66a196d\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Mapping the Probabilistic AI Ecosystem in Criminal Justice in England and Wales \u2013 Interim Report<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">The paper sets out a systematic mapping framework for identifying and characterising probabilistic AI tools across stages of the criminal justice system in England and Wales, focusing on how systems consume and produce probabilistic data, their purposes, and their institutional deployment contexts\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/arxiv.org\/abs\/2512.04116\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-8fa6951\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Government consultation on a new legal framework for law enforcement use of biometrics, facial recognition and similar technologies<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Response from Marion Oswald, Carole McCartney, Kyriakos N. Kotsoglou, Alexandra R. Taylor, Muffy Calder, Jennifer Ekene Dunkwu, Mackenzie Jorgensen, Evdoxia Taka, Temitope Lawal, Claire Paterson-Young, Katherine Jones, Adrian Weller, Kyle Montague\n\n<div class=\"button-wrapper\">\n<br>\n<br>\n <a href=\"https:\/\/shorturl.at\/hRdwb\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-929b283\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Centre for Responsible AI<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">The Northumbria Centre for Responsible AI brings together the University\u2019s multidisciplinary expertise in citizen-centred AI to focus on how AI should be used in education, government, industry, and wider society. We promote and develop an understanding of AI\u2019s strengths and limitations, how it can be used effectively and responsibly and how it could be harmful or misleading. Our focus is on the application of AI in real contexts. The Centre aims to ensure that technology serves everyone, with no one left behind.\n\n<div class=\"button-wrapper\">\n \n<br>\n<br>\n<br>\n\n <a href=\"https:\/\/www.northumbria.ac.uk\/business-services\/research-and-consultancy\/ai\/northumbria-centre-for-responsible-ai\/\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">\n   Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<div class=\"sina-cs-item elementor-repeater-item-42bdaff\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h1 class=\"sina-cs-title\">Responsible Ai UK<\/h1>\t\t\t\t\t\t\r\n\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"sina-cs-desc\">Responsible Ai UK (RAi UK) is an international ecosystem for responsible AI research and innovation. RAi UK brings together researchers to understand how we should shape the development of AI to benefit people, communities and society.\n\n\n<div class=\"button-wrapper\">\n \n<br>\n<br>\n<br>\n<br>\n\n <a href=\"https:\/\/rai.ac.uk\/about-us\/\" class=\"slider-button\" target=\"_blank\" rel=\"noopener\">\n   Visit Page\n <\/a>\n<\/div><\/div>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\r\n\t\t<\/div><!-- .sina-content-slider -->\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03db8cf e-flex e-con-boxed e-con e-parent\" data-id=\"03db8cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25ecd8e elementor-widget elementor-widget-heading\" data-id=\"25ecd8e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PROBabLE Futures<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cadf7ed elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cadf7ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e902477 elementor-widget elementor-widget-text-editor\" data-id=\"e902477\" 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><strong>PROBabLE Futures (Probabilistic AI Systems in Law Enforcement Futures) is a four-year, \u00a33.4M RAi funded Keystone Project led by Northumbria University with Glasgow, Northampton, Leicester, Newcastle and Cambridge Universities.<\/strong><\/p>\n<p><strong>Our project, working alongside our law enforcement, third sector and commercial partners, is developing a framework to understand the implications of uncertainty and to build confidence in future Probabilistic AI in law enforcement, with the interests of justice and responsibility at its heart. <\/strong><strong>Activities include mapping the AI ecosystem in law enforcement, including the use of large language models; developing guidance, checklist and frameworks to guide assessment of scientific and legal validity, and mock trials with AI outputs as evidence.<\/strong><\/p>\n<p><em style=\"font-weight: inherit;\">PROBabLE Futures is supported by the Engineering and Physical Sciences Research Council [Grant Number EP\/Y009800\/1 AI KP0003] through funding from Responsible AI UK<\/em><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e161534 e-grid e-con-full e-con e-child\" data-id=\"e161534\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-355c63b e-con-full e-flex e-con e-child\" data-id=\"355c63b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62fe64d elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"62fe64d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">When AI Enters the Criminal Courts\u2014Two Mock Jury Trials from the PROBabLE Futures Project<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-482d46a elementor-widget elementor-widget-text-editor\" data-id=\"482d46a\" 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><strong>By Dr Angela Paul, Dr Elizabeth McClory-Tiarks, Dr Kyriakos Kotsoglou, Professor Marion Oswald, and Dr Mackenzie Jorgensen<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46d3754 elementor-widget elementor-widget-button\" data-id=\"46d3754\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/?p=6766\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Click here<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7b04a0e e-con-full e-flex e-con e-child\" data-id=\"7b04a0e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd5a684 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"fd5a684\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PROBabLE Futures hosts workshop on \u2018AI in Law Enforcement: Lessons from the Past and Priorities for the Future\u2019<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2fb36a elementor-widget elementor-widget-text-editor\" data-id=\"a2fb36a\" 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>Dr Angela Paul and Dr Temitope Lawal<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b48dd5d elementor-widget elementor-widget-button\" data-id=\"b48dd5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/?p=5142\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Click here<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49340a8 e-con-full e-flex e-con e-child\" data-id=\"49340a8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ed0a078 elementor-widget elementor-widget-heading\" data-id=\"ed0a078\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ethical Governance, Responsible Innovation and Human Flourishing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-717fd1a elementor-widget elementor-widget-text-editor\" data-id=\"717fd1a\" 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>By Dr Jennifer Ekene Dunkwu<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60e29bf elementor-widget elementor-widget-button\" data-id=\"60e29bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/?p=4897\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Click here<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-33249cf e-flex e-con-boxed e-con e-parent\" data-id=\"33249cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0fc5458 elementor-widget elementor-widget-heading\" data-id=\"0fc5458\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Principal Investigator<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-51d71e3 e-con-full e-flex e-con e-child\" data-id=\"51d71e3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fad7e02 elementor-widget elementor-widget-image\" data-id=\"fad7e02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/elementor\/thumbs\/northumbria-r43pyrbbpi297ndpy6yye6pnmt6mljsjc2as6ccfam.png\" title=\"northumbria\" alt=\"northumbria\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe8fff6 elementor-widget elementor-widget-heading\" data-id=\"fe8fff6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Co-Investigators<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8f3241e e-grid e-con-full e-con e-child\" data-id=\"8f3241e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb4d8ff elementor-widget elementor-widget-image\" data-id=\"cb4d8ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"http:\/\/gla.ac.uk\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"647\" height=\"201\" src=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/05\/Glasgow-Uni-Logo-Web.png\" class=\"attachment-large size-large wp-image-1040\" alt=\"\" srcset=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/05\/Glasgow-Uni-Logo-Web.png 647w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/05\/Glasgow-Uni-Logo-Web-300x93.png 300w\" sizes=\"(max-width: 647px) 100vw, 647px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46f3b26 elementor-widget elementor-widget-image\" data-id=\"46f3b26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"http:\/\/northampton.ac.uk\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"926\" height=\"419\" src=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/northampton.png\" class=\"attachment-large size-large wp-image-213\" alt=\"\" srcset=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/northampton.png 926w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/northampton-300x136.png 300w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/northampton-768x348.png 768w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75edcbf elementor-widget elementor-widget-image\" data-id=\"75edcbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/le.ac.uk\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"926\" height=\"419\" src=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/leicester.png\" class=\"attachment-large size-large wp-image-217\" alt=\"\" srcset=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/leicester.png 926w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/leicester-300x136.png 300w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/leicester-768x348.png 768w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5efa96d elementor-widget elementor-widget-image\" data-id=\"5efa96d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.ncl.ac.uk\/law\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"290\" src=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/09\/logo-1024x290.jpg\" class=\"attachment-large size-large wp-image-4573\" alt=\"\" srcset=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/09\/logo-1024x290.jpg 1024w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/09\/logo-300x85.jpg 300w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/09\/logo-768x218.jpg 768w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/09\/logo-1536x435.jpg 1536w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/09\/logo-2048x581.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd92b1c elementor-widget elementor-widget-image\" data-id=\"cd92b1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.cam.ac.uk\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"926\" height=\"419\" src=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/Cambridge.png\" class=\"attachment-large size-large wp-image-214\" alt=\"\" srcset=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/Cambridge.png 926w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/Cambridge-300x136.png 300w, https:\/\/research.northumbria.ac.uk\/probablefutures\/wp-content\/uploads\/2025\/04\/Cambridge-768x348.png 768w\" sizes=\"(max-width: 926px) 100vw, 926px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>When AI Enters the Criminal Courts\u2014Two Mock Jury Trials from the PROBabLE Futures Project Read our latest blog here Visit [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":2568,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Home - PROBabLE Futures<\/title>\n<meta name=\"description\" content=\"PROBabLE Futures (Probabilistic AI Systems in Law Enforcement Futures) is a four-year, \u00a33.4M RAi funded Keystone Project led by Northumbria University with Glasgow, Northampton, Leicester, Newcastle and Cambridge Universities.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/research.northumbria.ac.uk\/probablefutures\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Home - PROBabLE Futures\" \/>\n<meta property=\"og:description\" content=\"PROBabLE Futures (Probabilistic AI Systems in Law Enforcement Futures) is a four-year, \u00a33.4M RAi funded Keystone Project led by Northumbria University with Glasgow, 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