Role of Machine Learning-Based CT Body Composition in Risk Prediction and Prognostication: Current State and Future Directions

por Elhakim, Tarig, Trinh, Kelly, Mansur, Arian, Bridge, Christopher, Daye, Dania
Publicado 2023

The Trials and Tribulations of Assembling Large Medical Imaging Datasets for Machine Learning Applications

por Magudia, Kirti, Bridge, Christopher P., Andriole, Katherine P., Rosenthal, Michael H.
Publicado 2021

Computed tomography-based body composition profile as a screening tool for geriatric frailty detection

por Laur, Olga, Weaver, Michael J., Bridge, Christopher, Chow, Erika, Rosenthal, Michael, Bay, Camden, Javedan, Houman, Harris, Mitchel B., Khurana, Bharti
Publicado 2021

Improving the repeatability of deep learning models with Monte Carlo dropout

por Lemay, Andreanne, Hoebel, Katharina, Bridge, Christopher P., Befano, Brian, De Sanjosé, Silvia, Egemen, Didem, Rodriguez, Ana Cecilia, Schiffman, Mark, Campbell, John Peter, Kalpathy-Cramer, Jayashree
Publicado 2022

Highdicom: a Python Library for Standardized Encoding of Image Annotations and Machine Learning Model Outputs in Pathology and Radiology

por Bridge, Christopher P., Gorman, Chris, Pieper, Steven, Doyle, Sean W., Lennerz, Jochen K., Kalpathy-Cramer, Jayashree, Clunie, David A., Fedorov, Andriy Y., Herrmann, Markus D.
Publicado 2022

Muscle Loss Is Associated with Overall Survival in Patients with Metastatic Colorectal Cancer Independent of Tumor Mutational Status and Weight Loss

por Best, Till Dominik, Roeland, Eric J., Horick, Nora K., Van Seventer, Emily E., El‐Jawahri, Areej, Troschel, Amelie S., Johnson, Patrick C., Kanter, Katie N., Fish, Madeleine G., Marquardt, J. Peter, Bridge, Christopher P., Temel, Jennifer S., Corcoran, Ryan B., Nipp, Ryan D., Fintelmann, Florian J.
Publicado 2021

Development and clinical application of a deep learning model to identify acute infarct on magnetic resonance imaging

por Bridge, Christopher P., Bizzo, Bernardo C., Hillis, James M., Chin, John K., Comeau, Donnella S., Gauriau, Romane, Macruz, Fabiola, Pawar, Jayashri, Noro, Flavia T. C., Sharaf, Elshaimaa, Straus Takahashi, Marcelo, Wright, Bradley, Kalafut, John F., Andriole, Katherine P., Pomerantz, Stuart R., Pedemonte, Stefano, González, R. Gilberto
Publicado 2022

Head CT deep learning model is highly accurate for early infarct estimation

por Gauriau, Romane, Bizzo, Bernardo C., Comeau, Donnella S., Hillis, James M., Bridge, Christopher P., Chin, John K., Pawar, Jayashri, Pourvaziri, Ali, Sesic, Ivana, Sharaf, Elshaimaa, Cao, Jinjin, Noro, Flavia T. C., Wiggins, Walter F., Caton, M. Travis, Kitamura, Felipe, Dreyer, Keith J., Kalafut, John F., Andriole, Katherine P., Pomerantz, Stuart R., Gonzalez, Ramon G., Lev, Michael H.
Publicado 2023

Body composition and lung cancer-associated cachexia in TRACERx

por Al-Sawaf, Othman, Weiss, Jakob, Skrzypski, Marcin, Lam, Jie Min, Karasaki, Takahiro, Zambrana, Francisco, Kidd, Andrew C, Frankell, Alexander, Watkins, Thomas B. K., Martinez-Ruiz, Carlos, Sokac, Mateo, Collins, Susie, Veeriah, Selvaraju, Magno, Neil, Naceur-Lombardelli, Cristina, Prymas, Paulina, Toncheva, Antonia, Jayanth, Nick, Salgado, Roberto, Bridge, Christopher P., Christiani, David, Mak, Raymond, Bay, Camden, Rosenthal, Michael, Sattar, Naveed, Welsh, Paul, Liu, Ying, Perrimon, Norbert, Poporui, Karteek, Beg, Mirza Faisal, McGranahan, Nicholas, Hackshaw, Allan, Breen, Danna M, O’Rahilly, Stephen, Birkbak, Nicolai J., Aerts, Hugo, Jamal-Hanjani, Mariam, Swanton, Charles
Publicado 2023