Heterogeneous impact of motion on fundamental patterns of developmental changes in functional connectivity during youth. - Theodore D. Satterthwaite; Daniel H. Wolf; Kosha Ruparel; Güray Erus; Mark A. Elliott; Simon B. Eickhoff; Efstathios D. Gennatas; Chad Jackson; Karthik Prabhakaran; Alex R. Smith; Hakon Hakonarson; Ragini Verma; et al. (NeuroImage, 2013)

The impact of quality assurance assessment on diffusion tensor imaging outcomes in a large-scale population-based cohort. - David R. Roalf; Megan Quarmley; Mark A. Elliott; Theodore D. Satterthwaite; Simon N. Vandekar; Kosha Ruparel; Efstathios D. Gennatas; Monica E. Calkins; Tyler M. Moore; Ryan Hopson; Karthik Prabhakaran; Chad Jackson; et al. (NeuroImage, 2016)

Tree-Structured Boosting: Connections Between Gradient Boosted Stumps and Full Decision Trees. - José-Marcio Luna; Eric Eaton; Lyle H. Ungar; Eric S. Diffenderfer; Shane T. Jensen; Efstathios D. Gennatas; Mateo Wirth; Charles B. Simone II; Timothy D. Solberg; Gilmer Valdes (CoRR, 2017)

Quantitative assessment of structural image quality. - Adon F. G. Rosen; David R. Roalf; Kosha Ruparel; Jason Blake; Kevin Seelaus; Lakshmi P. Villa; Rastko Ciric; Philip A. Cook; Christos Davatzikos; Mark A. Elliott; Angel Garcia de La Garza; Efstathios D. Gennatas; et al. (NeuroImage, 2018)

Expert-Augmented Machine Learning. - Efstathios D. Gennatas; Jerome H. Friedman; Lyle H. Ungar; Romain Pirracchio; Eric Eaton; L. Reichman; Yannet Interian; Charles B. Simone II; A. Auerbach; E. Delgado; Mark J. van der Laan; Timothy D. Solberg; et al. (CoRR, 2019)

Representational Gradient Boosting: Backpropagation in the Space of Functions. - Gilmer Valdes; Jerome H. Friedman; Fei Jiang; Efstathios D. Gennatas (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

The Conditional Super Learner. - Gilmer Valdes; Yannet Interian; Efstathios D. Gennatas; Mark J. van der Laan (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Expert-augmented machine learning for predicting extubation readiness in the pediatric intensive care unit. - Jean Digitale; Deborah Franzon; Jin Ge; Charles McCulloch; Mark J. Pletcher; Efstathios D. Gennatas (BMC Medical Informatics Decis. Mak., 2025)