Improving random forest predictions in small datasets from two-phase sampling designs von Han, Sunwoo, Williamson, Brian D., Fong, Youyi

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Predicting neutralization susceptibility to combination HIV-1 monoclonal broadly neutralizing antibody regimens von Williamson, Brian D, Wu, Liana, Huang, Yunda, Hudson, Aaron, Gilbert, Peter B

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Prediction of VRC01 neutralization sensitivity by HIV-1 gp160 sequence features von Magaret, Craig A, Benkeser, David C, Williamson, Brian D, Borate, Bhavesh R, Carpp, Lindsay N, Georgiev, Ivelin S, Setliff, Ian, Dingens, Adam S, Simon, Noah, Carone, Marco, Simpkins, Christopher, Montefiori, David, Alter, Galit, Yu, Wen-Han, Juraska, Michal, Edlefsen, Paul T, Karuna, Shelly, Mgodi, Nyaradzo M, Edugupanti, Srilatha, Gilbert, Peter B

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Nonparametric variable importance assessment using machine learning techniques von Williamson, Brian D., Gilbert, Peter B., Carone, Marco, Simon, Noah

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A General Framework for Inference on Algorithm-Agnostic Variable Importance von Williamson, Brian D., Gilbert, Peter B., Simon, Noah R., Carone, Marco

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A causal roadmap for generating high-quality real-world evidence von Dang, Lauren E, Gruber, Susan, Lee, Hana, Dahabreh, Issa J, Stuart, Elizabeth A, Williamson, Brian D, Wyss, Richard, Díaz, Iván, Ghosh, Debashis, Kıcıman, Emre, Alemayehu, Demissie, Hoffman, Katherine L, Vossen, Carla Y, Huml, Raymond A, Ravn, Henrik, Kvist, Kajsa, Pratley, Richard, Shih, Mei-Chiung, Pennello, Gene, Martin, David, Waddy, Salina P, Barr, Charles E, Akacha, Mouna, Buse, John B, van der Laan, Mark, Petersen, Maya

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Application of the SLAPNAP statistical learning tool to broadly neutralizing antibody HIV prevention research von Williamson, Brian D., Magaret, Craig A., Karuna, Shelly, Carpp, Lindsay N., Gelderblom, Huub C., Huang, Yunda, Benkeser, David, Gilbert, Peter B.

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An application of the Causal Roadmap in two safety monitoring case studies: Causal inference and outcome prediction using electronic health record data von Williamson, Brian D, Wyss, Richard, Stuart, Elizabeth A, Dang, Lauren E, Mertens, Andrew N, Neugebauer, Romain S, Wilson, Andrew, Gruber, Susan

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Super LeArner Prediction of NAb Panels (SLAPNAP): a containerized tool for predicting combination monoclonal broadly neutralizing antibody sensitivity von Williamson, Brian D, Magaret, Craig A, Gilbert, Peter B, Nizam, Sohail, Simmons, Courtney, Benkeser, David

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Adaptive non-inferiority margins under observable non-constancy von Hanscom, Brett, Hughes, James P, Williamson, Brian D, Donnell, Deborah

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Considerations for Subgroup Analyses in Cluster-Randomized Trials Based on Aggregated Individual-Level Predictors von Williamson, Brian D., Coley, R. Yates, Hsu, Clarissa, McCracken, Courtney E., Cook, Andrea J.

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Protocol driven periprocedural anticoagulation for left atrial ablation von Bradley, Christopher J., Williamson, Brian D., George, Julie, Haines, David E.

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Correction: Considerations for Subgroup Analyses in Cluster-Randomized Trials Based on Aggregated Individual-Level Predictors von Williamson, Brian D., Coley, R. Yates, Hsu, Clarissa, McCracken, Courtney E., Cook, Andrea J.

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CMV viral load kinetics as surrogate endpoints after allogeneic transplantation von Duke, Elizabeth R, Williamson, Brian D, Borate, Bhavesh, Golob, Jonathan L, Wychera, Chiara, Stevens-Ayers, Terry, Huang, Meei-Li, Cossrow, Nicole, Wan, Hong, Mast, T Christopher, Marks, Morgan A, Flowers, Mary E, Jerome, Keith R, Corey, Lawrence, Gilbert, Peter B, Schiffer, Joshua T, Boeckh, Michael

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A general framework for developing computable clinical phenotype algorithms von Carrell, David S, Floyd, James S, Gruber, Susan, Hazlehurst, Brian L, Heagerty, Patrick J, Nelson, Jennifer L, Williamson, Brian D, Ball, Robert

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Strategic Programming of Detection and Therapy Parameters in Implantable Cardioverter-Defibrillators Reduces Shocks in Primary Prevention Patients : Results From the PREPARE (Prima... von WILKOFF, Bruce L, WILLIAMSON, Brian D, BROWN, Mark L, HOLLOMAN, Keith K, STERN, Richard S, MOORE, Stephen L, FEI LU, LEE, Sung W, BIRGERSDOTTER-GREEN, Ulrika M, WATHEN, Mark S, VAN GELDER, Isabelle C, HEUBNER, Brooke M

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Analysis of Neutralizing Antibodies as a Correlate of Instantaneous Risk of Hospitalized Dengue in Placebo Recipients of Dengue Vaccine Efficacy Trials von Huang, Ying, Williamson, Brian D, Moodie, Zoe, Carpp, Lindsay N, Chambonneau, Laurent, DiazGranados, Carlos A, Gilbert, Peter B

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Importance of variables from different time frames for predicting self-harm using health system data von Wolock, Charles J., Williamson, Brian D., Shortreed, Susan M., Simon, Gregory E., Coleman, Karen J., Yeargans, Rodney, Ahmedani, Brian K., Daida, Yihe, Lynch, Frances L., Rossom, Rebecca C., Ziebell, Rebecca A., Cruz, Maricela, Wellman, Robert D., Coley, R. Yates

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Data-driven automated classification algorithms for acute health conditions: applying PheNorm to COVID-19 disease von Smith, Joshua C, Williamson, Brian D, Cronkite, David J, Park, Daniel, Whitaker, Jill M, McLemore, Michael F, Osmanski, Joshua T, Winter, Robert, Ramaprasan, Arvind, Kelley, Ann, Shea, Mary, Wittayanukorn, Saranrat, Stojanovic, Danijela, Zhao, Yueqin, Toh, Sengwee, Johnson, Kevin B, Aronoff, David M, Carrell, David S

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Conduction system pacing in prosthetic heart valves von Shah, Kuldeep, Williamson, Brian D., Kutinsky, Ilana, Bhardwaj, Rahul, Contractor, Tahmeed, Turagam, Mohit K., Mandapati, Ravi, Lakkireddy, Dhanunjaya, Garg, Jalaj

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