Machine Learning Applied to Registry Data: Development of a Patient-Specific Prediction Model for Blood Transfusion Requirements During Craniofacial Surgery Using the Pediatric Craniofacial Perioperative Registry Dataset

Autor: Jalali, Ali, Lonsdale, Hannah, Zamora, Lillian V., Ahumada, Luis, Nguyen, Anh Thy H., Rehman, Mohamed, Fackler, James, Stricker, Paul A., Fernandez, Allison M., Abruzzese, Christopher, Apuya, Jesus, Bhandari, Angelina, Beethe, Amy, Benzon, Hubert, Binstock, Wendy, Bradford, Victoria, Brzenski, Alyssa, Budac, Stefan, Busso, Veronica, Chhabada, Surendrasingh, Chiao, Franklin, Cladis, Franklyn, Claypool, Danielle, Collins, Michael, Correll, Lynnie, Costandi, Andrew, Dabek, Rachel, Dalesio, Nicholas, Echeverry, Piedad, Falcon, Ricardo, Fernandez, Patrick, Fiadjoe, John, Gangadharan, Meera, Gentry, Katherine, Glover, Chris, Goobie, Susan M., Gosman, Amanda, Grivoyannis, Anastasia, Grap, Shannon, Gries, Heike, Griffin, Allison, Hajduk, John, Haas, Thorsten, Hall, Rebecca, Hansen, Jennifer, Hetmaniuk, Mali, Homi, H. Mayumi, Hsieh, Vincent, Huang, Henry, Ingelmo, Pablo, Ivanova, Iskra, Jain, Ranu, Kanmanthreddy, Siri, Kars, Michelle, King, Mike, Koller, John, Kowalczyk-Derderian, Courtney, Kugler, Jane, Labovsky, Kristen, Lakheeram, Indrani, Lazar, Alina, Lee, Andrew, Lee, Jennifer, Luis Martinez, Jose, Masel, Brian, Mason, Aaron, Medellin, Eduardo, Mehta, Vivek, Meier, Petra, Mitzel Levy, Heather, Muhly, Wallis T., Muldowney, Bridget, Nelson, Jonathon, Nicholson, Julie, Nguyen, Kim-Phuong, Nguyen, Thanh, Owens-Stubblefield, Margaret, Pankratz, Matt, Ramesh Parekh, Uma, Patel, Jasmine, Patel, Roshan, Perez-Pradilla, Carolina, Petersen, Timothy, Post, Julian, Poteet-Schwartz, Kim, Ranganathan, Pavithra, Reddy, Srijaya, Reid, Russell, Ricketts, Karene, Rodgers McCormick, Megan, Ryan, Laura, Sbrollini, Kaitlyn, Seidman, Peggy, Singh, Davinder, Singhal, Neil R., Skitt, Rochelle, Soneru, Codruta, Sorial, Emad, Spitznagel, Rachel, Stubbeman, Bobbie, Sunder, Rani, Sung, Wai, Syed, Tariq, Szmuk, Peter, Taicher, Brad M., Taylor, Jenna, Thompson, Douglas, Tretault, Lisa, Ungar-Kastner, Galit, Wieser, John, Wong, Karen, Yates, Hannah

Publikováno v: Anesthesia & Analgesia; January 2021, Vol. 132 Issue: 1 p160-171, 12p