1. Development and validation of a risk prediction model to diagnose Barrett's oesophagus (MARK-BE): a case-control machine learning approach
- Author
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Rosenfeld, Avi, Graham, David G, Jevons, Sarah, Ariza, Jose, Hagan, Daryl, Wilson, Ash, Lovat, Samuel J, Sami, Sarmed S, Ahmad, Omer F, Novelli, Marco, Rodriguez Justo, Manuel, Winstanley, Alison, Heifetz, Eliyahu M, Ben-Zecharia, Mordehy, Noiman, Uria, Fitzgerald, Rebecca C, Sasieni, Peter, Lovat, Laurence B, Coker, Karen, Zhao, Wanfeng, Brown, Kathryn, Haynes, Beverley, Grant, Tara Nuckcheddy, di Pietro, Massimiliano, Dewhurst, Eleanor, Alias, Bincy, Mills, Leanne, Wilson, Caroline, Bird-Lieberman, Elizabeth, Bornschein, Jan, Lim, Yean, Shariff, Kareem, Lopez, Roberto Cayado, Udarbe, Myrna, Shaw, Claire, Rose, Glynis, Sargeant, Ian, Al-Izzi, M, Schimmel, Roisin, Green, Elizabeth, Moorghen, Morgan, Kanani, Reshma, Baulf, Mariann, Butcher, Jayne, Butt, Adil, Bown, Steve, Lipman, Gideon, Sweis, Rami, Sehgal, Vinay, Banks, Matthew, Haidry, Rehan, Louis-Auguste, John, Kohoutova, Darina, Kerr, Sarah, Eneh, Victor, Butter, Nigel, Miah, Haroon, Butawan, Rommel, Adesina, Grace, Holohan, Sabrina, Idris, Joan, Hayes, Nick, Wahed, Shajahan, Houghton, Nelson Kath, Hopton, Marc, Eastick, Anne, Majumdar, Debasis, Manuf, Kassem, Fieldson, Lyndsey, Bailey, Helen, Ortiz, Jacobo Fernandez-Sordo, Patel, Mina, Henry, Suzanne, Warburton, Samantha, White, Jonathan, Gadeke, Lisa, Longhurst, Beverley, Abeseabe, Richmond, Basford, Peter, Bhattacharyya, Rupam, Elliot, Scott, Bevan, Roisin, Brown, Carly, Laverick, Philippa, Clifford, Gayle, Gibbons, Anita, Ingmire, Julie, Mawas, Abdullah, Harvey, Jacquelyn, and Cave, Sharon
- Abstract
Screening for Barrett's oesophagus relies on endoscopy, which is invasive and few who undergo the procedure are found to have the condition. We aimed to use machine learning techniques to develop and externally validate a simple risk prediction panel to screen individuals for Barrett's oesophagus.
- Published
- 2020
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