207 Perceptions of the Vaccinated and Unvaccinated to Inform Translation to Health and Public Health Practice von Striley, Catherine Woodstock, Alday, Matthew, Gutter, Michael, Rosales, Carolina Luz, Cohen, Irvin PeDro, Cottler, Linda B.

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Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020 von Perez Alday, Erick A, Gu, Annie, J Shah, Amit, Robichaux, Chad, Ian Wong, An-Kwok, Liu, Chengyu, Liu, Feifei, Bahrami Rad, Ali, Elola, Andoni, Seyedi, Salman, Li, Qiao, Sharma, Ashish, Clifford, Gari D, Reyna, Matthew A

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Issues in the automated classification of multilead ecgs using heterogeneous labels and populations von Reyna, Matthew A, Sadr, Nadi, Perez Alday, Erick A, Gu, Annie, Shah, Amit J, Robichaux, Chad, Bahrami Rad, Ali, Elola, Andoni, Seyedi, Salman, Ansari, Sardar, Ghanbari, Hamid, Li, Qiao, Sharma, Ashish, Clifford, Gari D

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Age, sex and race bias in automated arrhythmia detectors von Perez Alday, Erick A., Rad, Ali B., Reyna, Matthew A., Sadr, Nadi, Gu, Annie, Li, Qiao, Dumitru, Mircea, Xue, Joel, Albert, Dave, Sameni, Reza, Clifford, Gari D.

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Plant community context controls short‐ versus medium‐term effects of pre‐emergent herbicides on target and non‐target species after fire von Lazarus, Brynne E., Germino, Matthew J., Alday, Josu

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Heart murmur detection from phonocardiogram recordings: The George B. Moody PhysioNet Challenge 2022 von Reyna, Matthew A., Kiarashi, Yashar, Elola, Andoni, Oliveira, Jorge, Renna, Francesco, Gu, Annie, Perez Alday, Erick A., Sadr, Nadi, Sharma, Ashish, Kpodonu, Jacques, Mattos, Sandra, Coimbra, Miguel T., Sameni, Reza, Rad, Ali Bahrami, Clifford, Gari D.

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Heart Failure and Patient-Reported Outcomes in Adults With Congenital Heart Disease from 15 Countries von Lu, Chun-Wei, Wang, Jou-Kou, Yang, Hsiao-Ling, Kovacs, Adrienne H, Luyckx, Koen, Ruperti-Repilado, Francisco Javier, Van De Bruaene, Alexander, Enomoto, Junko, Sluman, Maayke A, Jackson, Jamie L, Khairy, Paul, Cook, Stephen C, Chidambarathanu, Shanthi, Alday, Luis, Oechslin, Erwin, Eriksen, Katrine, Dellborg, Mikael, Berghammer, Malin, Johansson, Bengt, Mackie, Andrew S, Menahem, Samuel, Caruana, Maryanne, Veldtman, Gruschen, Soufi, Alexandra, Fernandes, Susan M, White, Kamila, Callus, Edward, Kutty, Shelby, Apers, Silke, Moons, Philip

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Optimizing learners on direct care teaching services: A qualitative study of hospitalist clinicians at 26 sites von Callister, Catherine, Astik, Gopi, Atkins, R Matthew, Alday, Angela, Dayton, Khooshbu, Keniston, Angela, Linker, Anne, McBeth, Lauren, Merriman, John, Westergaard, Sara, Yu, Amy, Auerbach, Andrew, Burden, Marisha

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Headpulse measurement can reliably identify large‐vessel occlusion stroke in prehospital suspected stroke patients: Results from the EPISODE‐PS‐COVID study von Wilburn, John M., Dunne, Robert B., Madhok, Debbie, Lewandowski, Christopher, Wanis, Nicole, Kazan, Viviane, Howey, Liane, Moore, Jaclyn, Alexander, Cierra, Allen, Kevin, Baugh, Robert, Baugh, Ryan, Bayer, Don, Beeghly, Ryan, Bradley, Joshua, Corbeil, Brian, Estrada, Giovanni, Girard, Tyler, Gomez, Joshua, Greene, Nicholas, Hopkins, Daniel, Jameson, Wayne, Jenkins, Jalen, Koch, Josh, Lenaway, Diana, Loveland, David, Peck, Jacob, Pehrson, Cameron, Rouch, Alexander, Schnotala, Nicholas, Semchena, Michael, Tederington, Austin, Cleland, Cara, Tijerina, Maryott, Clark, Derrick, Emerson, Daniel, Hachem, Zainab, Royer, Rachel, Dingwall, Michael, Krall, Jessica, White, Tyler, Giacoma, Anna, Riley, Shaun, Schwarze, Zachary, Barrow, Kali, Bogdan, Spenser, Morgan, Larry, Blok, Tom, Burkholder, Tatiana, Carew, Timothy, Hotchkiss, Debbi, Phillip‐Petrick, Emily, Buck, Casey, Chartier, Kayla, Durecki, John, Lawson, Briana, Moore, Lindsey, Siddiqui, Shoaib, Vriesman, Alma, Armstrong, Kathy, Dickert, Mitch, Chalom, Nicholas, Cupp, Haleigh, Derhammer, Nicholas, Grube, Andrea, Knapp, Jessica, McGuffin, Bethany, Miller, Cristian, Whately, James, Standel, Donald, Hendix, Amanda, Kehn, Matthew, Pankonin, Jakob, Warnemuende, Robert, Randazzo, Dominica, Alday, Caitlin, Anderson, Emily, Barcenas, Dan, Blumeyer, Jacqueline, Casey, Dan, Chavez, Sebastian, Curry, Steve, DelaCruz, James, Diaz, Jose, Hausel, Nate, Kennedy, Garrett, Koenig, Davis, Lu, Gary, McCutchen, Jared, Nathan, Joe, Orozco, Ismael, Ryan, Ray, Shepard, Kevin, Sproul, Adrian, Taylor, Michael, Tenes, Isaiah, Turner, Marcus, Warren, Jennifer, Wiltshire, Dayon, Wu, Joe

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Age, sex and race bias in automated arrhythmia detectors von Perez Alday, Erick A., Rad, Ali Bahrami, Reyna, Matthew A., Sadr, Nadi, Gu, Annie, Li, Qiao, Dumitru, Mircea, Xue, Joel, Albert, Dave, Sameni, Reza, Clifford, Gari D.

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QT-interval estimation improved with fusion of multiple machine-based annotators von Li, Qiao, Dumitru, Mircea, Alday, Erick Andres Perez, Rad, Ali Bahrami, Dabiri, Sina, Ackerman, Mike, Noseworthy, Peter, Schram, Matthew, Xue, Joel, Albert, Dave, Sameni, Reza, Clifford, Gari D.

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Will Two Do? Varying Dimensions in Electrocardiography: The PhysioNet/Computing in Cardiology Challenge 2021 von Reyna, Matthew A, Sadr, Nadi, Alday, Erick A Perez, Gu, Annie, Shah, Amit J, Robichaux, Chad, Rad, Ali Bahrami, Elola, Andoni, Seyedi, Salman, Ansari, Sardar, Ghanbari, Hamid, Li, Qiao, Sharma, Ashish, Clifford, Gari D

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Toward a reliable, automated method of individual alpha frequency (IAF) quantification von Corcoran, Andrew W., Alday, Phillip M., Schlesewsky, Matthias, Bornkessel‐Schlesewsky, Ina

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Patient-reported outcomes in the aging population of adults with congenital heart disease: results from APPROACH-IS von Moons, Philip, Luyckx, Koen, Thomet, Corina, Budts, Werner, Enomoto, Junko, Sluman, Maayke A, Yang, Hsiao-Ling, Jackson, Jamie L, Khairy, Paul, Cook, Stephen C, Chidambarathanu, Shanthi, Alday, Luis, Oechslin, Erwin, Eriksen, Katrine, Dellborg, Mikael, Berghammer, Malin, Johansson, Bengt, Mackie, Andrew S, Menahem, Samuel, Caruana, Maryanne, Veldtman, Gruschen, Soufi, Alexandra, Fernandes, Susan M, White, Kamila, Callus, Edward, Kutty, Shelby, Kovacs, Adrienne H

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Language Electrified: Principles, Methods, and Future Perspectives of Investigation von Grimaldi, Mirko, Brattico, Elvira, Shtyrov, Yury

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Assessment of Patterns of Patient-Reported Outcomes in Adults with Congenital Heart disease — International Study (APPROACH-IS): Rationale, design, and methods von Apers, Silke, Kovacs, Adrienne H, Luyckx, Koen, Alday, Luis, Berghammer, Malin, Budts, Werner, Callus, Edward, Caruana, Maryanne, Chidambarathanu, Shanthi, Cook, Stephen C, Dellborg, Mikael, Enomoto, Junko, Eriksen, Katrine, Fernandes, Susan M, Jackson, Jamie L, Johansson, Bengt, Khairy, Paul, Kutty, Shelby, Menahem, Samuel, Rempel, Gwen, Sluman, Maayke A, Soufi, Alexandra, Thomet, Corina, Veldtman, Gruschen, Wang, Jou-Kou, White, Kamila, Moons, Philip

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A multi-isotopic evaluation of groundwater in a rapidly developing area and implications for water management in hyper-arid regions von Gómez-Alday, Juan José, Hussein, Saber, Arman, Hasan, Alshamsi, Dalal, Murad, Ahmed, Elhaj, Khalid, Aldahan, Ala

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The Soil Seed Bank Role in Mountainous Heathland Ecosystems after Fire and Inorganic Nitrogen Fertilization von Alday, Josu G., Calvo, Leonor, Rodríguez, José Luis Fernández, Valbuena, Luz

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The Armstrong Institute: An Academic Institute for Patient Safety and Quality Improvement, Research, Training, and Practice von Pronovost, Peter J, Holzmueller, Christine G, Molello, Nancy E, Paine, Lori, Winner, Laura, Marsteller, Jill A, Berenholtz, Sean M, Aboumatar, Hanan J, Demski, Renee, Armstrong, C Michael

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Classification of 12-lead ECGs: the PhysioNet/Computing in Cardiology Challenge 2020 von Reyna, Matthew A, Alday, Erick A Perez, Gu, Annie, Liu, Chengyu, Seyedi, Salman, Rad, Ali Bahrami, Elola, Andoni, Li, Qiao, Sharma, Ashish, Clifford, Gari D

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