1283 A novel, scalable deep learning-based approach to automated quality control of multiplex immunofluorescence images von Fink, Annika F, Schulte-Sasse, Roman, Bauw, Martin, Agrawal, Deepti, Perez, Beatriz, Sadeq, Mariam, Grote, Hans Juergen, Ohata, Yae, Ruff, Lukas, Alber, Maximilian, Ruane, Sharon, Mrowiec, Thomas

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1276 Leveraging artificial intelligence (AI) models delineating tumor vs immune cell expression for scalable biomarker analysis of clinical trial samples: a digital image analysis... von Böhm, Cornelius, Lingelbach, Katja, Pablos, Blanca, Heinke, Simon, Schallenberg, Simon, Krupar, Rosemarie, Aldoj, Nader, Pandhe, Suhas, Pizzagalli, Luca, Gottschalk, Maximilian, Wójtowicz, Bartosz, Tietz, Stephan, Rudolph, Marion, Ishii, Yuko, Ruff, Lukas, Ruane, Sharon, Alber, Maximilian, Schaer, David, Tomaso, Emmanuelle di, Pelekanou, Vasiliki

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970 Multiplex-immunofluorescence-based spatial characterization of the tumor-microenvironment of a large bicentric clinical non-small cell lung cancer cohort von Schallenberg, Simon, Dernbach, Gabriel, Ruane, Sharon, Böhm, Cornelius, Ruff, Lukas, Standvoss, Kai, Ghosh, Sandip, Dragomir, Mihnea P, Fritz, Rebecca, Koch, Ines, Friedrich, Corinna, Merkelbach-Bruse, Sabine, Quaas, Alexander, Frost, Nikolaj, Boschung, Kyrill, Randerath, Winfried, Schlachtenberger, Georg, Heldwein, Matthias, Keilholz, Ulrich, Hekmat, Khosro, Rückert, Jens-Carsten, Büttner, Reinhard, Vasaturo, Angela, Horst, David, Alber, Maximilian, Klauschen, Frederick

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An integrated approach identifies the molecular underpinnings of murine anterior visceral endoderm migration von Thowfeequ, Shifaan, Fiorentino, Jonathan, Hu, Di, Solovey, Maria, Ruane, Sharon, Whitehead, Maria, Zhou, Felix, Godwin, Jonathan, Mateo-Otero, Yentel, Vanhaesebroeck, Bart, Scialdone, Antonio, Srinivas, Shankar

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Abstract 5441: Cell cycle arrest status predicted from H&E stained images using deep learning von Aigner, Christina, Reichholf, Brian, Emschwiller, Maxime, Pezer, Marija, Winterhoff, Tobias, Schallenberg, Simon, Krupar, Rosemarie, Ruff, Lukas, Ruane, Sharon, Alber, Maximilian, Klauschen, Frederick, Trapani, Francesca

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Abstract 5423: AI powered quantification of mitotic rate in H&E stained tissue detects significant differences between treatment groups of preclinical pancreas cancer xenografts von Ruane, Sharon, Ruff, Lukas, Reichholf, Brian, Aigner, Christina, Barbuta, Emil, Tietz, Stephan, Atanaszov, Olivér, Krupar, Rosemarie, Schallenberg, Simon, Alber, Maximilian, Trapani, Francesca, Klauschen, Frederick

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Abstract 457: Immunohistochemistry-informed AI systems for improved characterization of tumor-microenvironment in clinical non-small cell lung cancer H&E samples von Mrowiec, Thomas, Ruane, Sharon, Schallenberg, Simon, Dernbach, Gabriel, Todorova, Rumyana, Böhm, Cornelius, de Back, Walter, Pablos, Blanca, Schulte-Sasse, Roman, Trajanovska, Ivana, Creosteanu, Adelaida, Barbuta, Emil, Otte, Marcus, Ihling, Christian, Grote, Hans Juergen, Scheuenpflug, Juergen, Matyas, Viktor, Alber, Maximilian, Klauschen, Frederick

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Systems and methods for the detection and classification of biological structures von Schulte-Sasse, Roman, Matyas, Viktor, Alber, Maximilian, Böhm, Cornelius, Ruane, Sharon

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SYSTEMS AND METHODS FOR THE DETECTION AND CLASSIFICATION OF BIOLOGICAL STRUCTURES von Schulte-Sasse, Roman, Matyas, Viktor, Alber, Maximilian, Böhm, Cornelius, Ruane, Sharon

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SYSTEMS AND METHODS FOR THE DETECTION AND CLASSIFICATION OF BIOLOGICAL STRUCTURES von RUANE, Sharon, BÖHM, Cornelius, SCHULTE-SASSE, Roman, ALBER, Maximilian, MATYAS, Viktor

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Method for distributing a computational process, workload distribution device and system for distributing a computational process von Feehan, Leonard, Spoczynski, Marcin, Ibrahim Rana, Annie, Ruane, Sharon, Metsch, Thijs, Khanna, Rahul

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Method for distributing a computational process, workload distribution device and system for distributing a computational process von Feehan, Leonard, Spoczynski, Marcin, Ibrahim Rana, Annie, Ruane, Sharon, Metsch, Thijs, Khanna, Rahul

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Hand-held, multi-functional devices in one housing including a stapler von Jeter, Ruane Sharon, Jeter, Sheila Lynn

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Learning (not) to be different: The value of vulnerability in trusted and safe identity work spaces von Corlett, Sandra, Ruane, Meadbh, Mavin, Sharon

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Long-term safety and efficacy of emtricitabine and tenofovir alafenamide vs emtricitabine and tenofovir disoproxil fumarate for HIV-1 pre-exposure prophylaxis: week 96 results from... von Ogbuagu, Onyema, Ruane, Peter J, Podzamczer, Daniel, Salazar, Laura C, Asmuth, David M, Wohl, David, Gilson, Richard, Shao, Yongwu, Cox, Stephanie, Kintu, Alexander, Carter, Christoph, Baeten, Jared M, Brainard, Diana M, Whitlock, Gary, Brunetta, Jason M, Spinner, Christoph D, Antinori, Andrea, Apea, Vanessa, Avery, Ann, Benson, Paul, Bergin, Colm, Berhe, Mezgebe, Brar, Indira, Brinson, Cynthia, Brunetta, Jason, Burack, Jeffrey, Campbell, Thomas, Cespedes, Michelle, Clarke, Amanda, Coleman, Megan, Coll, Josep, Crespo Casal, Manuel, Creticos, Catherine, Crofoot, Gordon, Cruickshank, Frederick, Cua, Eric, Daar, Eric, de Wet, Joseph, DeJesus, Edwin, Del Romero Guerrero, Jorge, Dinges, William, Donovan, Taylor, Flamm, Jason, Gallant, Joel, Gerstoft, Jan, Gilson, Richard, Gladstein, Jay, Grant, Robert, Halperin, Jason, Hardy, W. David, Hare, Charles, Hassler, Shawn, Hengel, Richard, Henry, William, Hodge, Theo, Iandiorio, Michelle, Jessen, Heiko, Kegg, Stephen, Knecht, Gabriele, Krznaric, Ivanka, Larsen, Olav Ditlevsen, Lazzarin, Adriano, Leen, Clifford, Lucasti, Christopher, Mallon, Patrick, Mannheimer, Sharon, Markowitz, Martin, Martorell, Claudia, Mayer, Kenneth, Mills, Anthony, Molina, Jean-Michel, Morris, Sheldon, Mounzer, Karam, Nwokolo, Nneka, Osiyemi, Olayemi, Petroll, Andrew, Philibert, Patrick, Phoenix, John, Pialoux, Gilles, Podzamczer, Daniel, Post, Frank, Rashbaum, Bruce, Reeves, Iain, Richmond, Gary, Salazar, Laura, Scarsella, Anthony, Schembri, Gabriel, Scott, Mia, Sinclair, Gary, Sobieszczyk, Magdalena, Spinner, Christoph, Stephens, Jeffrey, Szabo, Jason, Tremblay, Cecile, Trottier, Benoit, Voskuhl, Gene, Wohl, David, Workowski, Kimberly, Yawetz, Sigal, Young, Benjamin

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Lopinavir–Ritonavir versus Nelfinavir for the Initial Treatment of HIV Infection von Walmsley, Sharon, Bernstein, Barry, King, Martin, Arribas, José, Beall, Gildon, Ruane, Peter, Johnson, David, Johnson, Margaret, Lalonde, Richard, Japour, Anthony, Brun, Scott, Sun, Eugene

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Doravirine versus ritonavir-boosted darunavir in antiretroviral-naive adults with HIV-1 (DRIVE-FORWARD): 96-week results of a randomised, double-blind, non-inferiority, phase 3 tri... von Squires, Kathleen, Cahn, Pedro, Lombaard, Johan, DeJesus, Edwin, Lai, Ming-Tain, Rodgers, Anthony, Lupinacci, Lisa, Kumar, Sushma, Hwang, Carey, Martin, Elizabeth Anne, Osiyemi, Olayemi O., Prelutsky, David James, Scarsella, Anthony John, Dretler, Robin, DeJesus, Edwin, Sims, James, Clay, Patrick G., Bellos, Nicholaos C., Creticos, Catherine, Shamblaw, David, Mogyoros, Miguel, Terrelonge, Antonio E., Valdes, Martin, Tashima, Karen T., Robbins, William J., Felizarta, Franco Antonio, Elion, Richard A., Slim, Jihad, Lalla-Reddy, Sujata N., Mills, Anthony, Dietz, Craig A., Rubin, David Scott, Rondon, Juan Carlos, Cook, Paul P., Daar, Eric, Kumar, Princy N., Swindells, Susan, Castro, Jose Guillermo, Santiago, Lizette, Martins, Marcelo, Cahn, Pedro Enrique, Lopardo, Gustavo D., Porteiro, Norma, Baker, David Alfred, Roth, Norman, Finlayson, Robert James, McMahon, James, Rieger, Armin, Zangerle, Robert, Smaill, Fiona, Walmsley, Sharon L., Conway, Brian, Rachlis, Anita, Smith, Graham H.R., Afani, Alejandro, Chahin, Carolina Eugenia, Gerstoft, Jan, Weis, Nina, Laursen, Alex Lund, Molina, Jean-Michel, Cotte, Laurent, Raffi, Francois, Girard, Pierre-Marie, Katlama, Christine, Esser, Stefan, Stoll, Matthias, Schuermann, Dirk, Faetkenheuer, Gerd, Bogner, Johannes, Lutz, Thomas, Jaeger, Hans, Gori, Andrea, Coltan, Gabriel, Constandis, Felicia, Erscoiu, Simona Manuela, Prisacariu, Liviu-Jany, Rugina, Sorin, Pokrovsky, Vadim Valentinovich, Ryamova, Elena Pavlovna, Kulagin, Valeriy Viktorovich, Tsybakova, Olga Aleksandrovna, Voronin, Evgeniy, Shimonova, Tatyana Evgenyevna, Orrell, Catherine, de Jager, Marleen, Mallolas, Josep, Perez Elias, Maria Jesus, Gatell, Josep M., Arribas Lopez, Jose Ramon, Podzamczer Palter, Daniel, Pulido Ortega, Federico, Troya Garcia, Jesus, De los Santos Gil, Ignacio, Berenguer Berenguer, Juan, Johnson, Margaret A., Schembri, Gabriel, Clarke, Amanda, Gompels, Mark, Fox, Julie Meriel, Dockrell, David Harold

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Specimen collection is essential for modern science von Michael W. Nachman, Elizabeth J. Beckman, Rauri CK Bowie, Carla Cicero, Chris J. Conroy, Robert Dudley, Tyrone B. Hayes, Michelle S. Koo, Eileen A. Lacey, Christopher H. Martin, Jimmy A. McGuire, James L. Patton, Carol L. Spencer, Rebecca D. Tarvin, Marvalee H. Wake, Ian J. Wang, Anang Achmadi, Sergio Ticul Álvarez-Castañeda, Michael J. Andersen, Jairo Arroyave, Christopher C. Austin, F Keith Barker, Lisa N. Barrow, George F. Barrowclough, John Bates, Aaron M. Bauer, Kayce C. Bell, Rayna C. Bell, Allison W. Bronson, Rafe M. Brown, Frank T. Burbrink, Kevin J. Burns, Carlos Daniel Cadena, David C. Cannatella, Todd A. Castoe, Prosanta Chakrabarty, Jocelyn P. Colella, Joseph A. Cook, Joel L. Cracraft, Drew R. Davis, Alison R. Davis Rabosky, Guillermo D’Elía, John P. Dumbacher, Jonathan L. Dunnum, Scott V. Edwards, Jacob A. Esselstyn, Julián Faivovich, Jon Fjeldså, Oscar A. Flores-Villela, Kassandra Ford, Jérôme Fuchs, Matthew K. Fujita, Jeffrey M. Good, Eli Greenbaum, Harry W. Greene, Shannon Hackett, Amir Hamidy, James Hanken, Tri Haryoko, Melissa TR Hawkins, Lawrence R. Heaney, David M. Hillis, Bradford D. Hollingsworth, Angela D. Hornsby, Peter A. Hosner, Mohammad Irham, Sharon Jansa, Rosa Alicia Jiménez, Leo Joseph, Jeremy J. Kirchman, Travis J. LaDuc, Adam D. Leaché, Enrique P. Lessa, Hernán López-Fernández, Nicholas A. Mason, John E. McCormack, Caleb D. McMahan, Robert G. Moyle, Ricardo A. Ojeda, Link E. Olson, Chan Kin Onn, Lynne R. Parenti, Gabriela Parra-Olea, Bruce D. Patterson, Gregory B. Pauly, Silvia E. Pavan, A Townsend Peterson, Steven Poe, Daniel L. Rabosky, Christopher J. Raxworthy, Sushma Reddy, Alejandro Rico-Guevara, Awal Riyanto, Luiz A. Rocha, Santiago R. Ron, Sean M. Rovito, Kevin C. Rowe, Jodi Rowley, Sara Ruane, David Salazar-Valenzuela

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Irish Travellers: Culture and Ethnicity von Gmelch, Sharon Bohn

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