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Item The Challenges and Lessons Learned Building a New UK Infrastructure for Finding and Accessing Population-Wide COVID-19 Data for Research and Public Health Analysis: The CO-CONNECT Project(2024-11-20) Jefferson, Emily; Milligan, Gordon; Johnston, Jenny; Mumtaz, Shahzad; Cole, Christian; Best, Joseph; Giles, Thomas Charles; Cox, Samuel; Masood, Erum; Horban, Scott; Urwin, Esmond; Beggs, Jillian; Chuter, Antony; Reilly, Gerry; Morris, Andrew; Seymour, David; Hopkins, Susan; Sheikh, Aziz; Quinlan, Philip; University of Aberdeen.Computing Science; University of Aberdeen.Professional ServicesItem A Deep Learning Model for Detecting Fake Medical Images to Mitigate Financial Insurance Fraud(2024-08-29) Arshed, Muhammad asad; Mumtaz, Shahzad; Gherghina, Ștefan cristian; Urooj, Neelam; Ahmed, Saeed; Dewi, Christine; University of Aberdeen.Computing ScienceItem Chem2Side: : A Deep Learning Model with Ensemble Augmentation (Conventional + Pix2Pix) for COVID-19 Drug Side-Effects Prediction from Chemical Images(2023-12-16) Arshed, Muhammad Asad; Ibrahim, Muhammad; Mumtaz, Shahzad; Tanveer, Muhammad; Ahmed, Saeed; University of Aberdeen.Computing ScienceItem Img2Side: : A Transfer Learning Based Model for Predicting Drug Side Effects Using 2D Chemical Structural Images(2024-04-02) Arshed, Muhammad Asad; Ibrahim, Muhammad; Mumtaz, Shahzad; Ali, Tenvir; Choi, Gyu Sang; University of Aberdeen.Computing ScienceItem Creating a Next Generation Phenotype Library : the health data research UK Phenotype Library(2024-07-01) Thayer, Daniel; Mumtaz, Shahzad; Elmessary, Muhammad; Scanlon, Ieuan; Zinnurov, Artur; Coldea, Alex-Ioan; Scanlon, Jack; Chapman, Martin; Curcin, Vasa; John, Ann; DelPozo-Banos, Marcos; Davies, Hannah; Karwath, Andreas; Gkoutos, Georgios; Fitzpatrick, Natalie; Quint, Jennifer K; Varma, Susheel; Milner, Chris; Oliveira, Carla; Parkinson, Helen; Denaxas, Spiros; Hemingway, Harry; Jefferson, Emily; University of Aberdeen.Computing ScienceItem Multi-Class Skin Cancer Classification Using Vision Transformer Networks and Convolutional Neural Network-Based Pre-Trained Models(2023-07) Arshed, Muhammad asad; Mumtaz, Shahzad; Ibrahim, Muhammad; Ahmed, Saeed; Tahir, Muhammad; Shafi, MuhammadItem A Hybrid Architecture (CO-CONNECT) to Facilitate Rapid Discovery and Access to Data Across the United Kingdom in Response to the COVID-19 Pandemic : Development Study(2022-12-27) Jefferson, Emily; Cole, Christian; Mumtaz, Shahzad; Urwin, Esmond; Lea, Daniel; Macdonald, Calum; Best, Joseph; Masood, Erum; Milligan, Gordon; Johnston, Jenny; Horban, Scott; Birced, Ipek; Hall, Christopher; Jackson, Aaron S; Collins, Clare; Rising, Sam; Dodsley, Charlotte; Hampton, Jill; Hadfield, Andrew; Tarr, Simon; Panagi, Vasiliki; Lavagna, Joseph; Jackson, Tracy; Chuter, Antony; Beggs, Jillian; Ward, Helen; von Ziegenweidt, Julie; Burns, Frances; Martin, Joanne; Sebire, Neil; Morris, Carole; Bradley, Declan; Baxter, Rob; Ahonen-Bishopp, Anni; Smith, Paul; Shoemark, Amelia; Valdes, Ana M; Ollivere, Benjamin; Manisty, Charlotte; Eyre, David; Gallant, Stephanie; Joy, George; McAuley, Andrew; Connell, David; Northstone, Kate; Jeffery, Katie; Di Angelantonio, Emanuele; McMahon, Amy; Walker, Mat; Semple, Malcolm Gracie; Lawrence, Emma; Davies, Bethan; Baillie, John Kenneth; Tang, Ming; Leeming, Gary; Power, Linda; Breeze, Thomas; Orton, Chris; Pierce, Iain; Hall, Ian; Ladhani, Shamez; Gillson, Natalie; Whitaker, Matthew; Shallcross, Laura; Seymour, David; Varma, Susheel; Reilly, Gerry; Morris, Andrew; Hopkins, Susan; Sheikh, Aziz; Quinlan, Philip; Cox, Samuel; Giles, Thomas Charles; Adejumo, Sam; Santos, Roberto; Martinez-Queipo, Magdalena; Sims, Jessica Mai; Murray, Duncan; University of Aberdeen.Computing ScienceItem A National Network of Safe Havens : Scottish Perspective(2022-03-09) Gao, Chuang; McGilchrist, Mark; Mumtaz, Shahzad; Hall, Christopher; Anderson, Lesley Ann; Zurowski, John; Gordon, Sharon; Lumsden, Joanne; Munro, Vicky; Wozniak, Artur; Sibley, Michael; Banks, Christopher; Duncan, Chris; Linksted, Pamela; Hume, Alastair; Stables, Catherine L; Mayor, Charlie; Caldwell, Jacqueline; Wilde, Katie; Cole, Christian; Jefferson, Emily; University of Aberdeen.Aberdeen Centre for Health Data Science; University of Aberdeen.Other Applied Health Sciences; University of Aberdeen.Grampian Data Safe Haven (DaSH); University of Aberdeen.Relationship Management; University of Aberdeen.Farr Aberdeen