Characterization and Valuation of the Uncertainty of Calibrated Parameters in Microsimulation Decision Models by Fernando Alarid-Escudero, Amy B. Knudsen, Jonathan Ozik, Jonathan Ozik, Nicholson Collier, Nicholson Collier, Karen M. Kuntz

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People who inject drugs in metropolitan Chicago: A meta-analysis of data from 1997-2017 to inform interventions and computational modeling toward hepatitis C microelimination by Basmattee Boodram, Mary Ellen Mackesy-Amiti, Aditya Khanna, Bryan Brickman, Harel Dahari, Jonathan Ozik

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People who inject drugs in metropolitan Chicago: A meta-analysis of data from 1997-2017 to inform interventions and computational modeling toward hepatitis C microelimination. by Basmattee Boodram, Mary Ellen Mackesy-Amiti, Aditya Khanna, Bryan Brickman, Harel Dahari, Jonathan Ozik

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An Evolutionary Algorithm to Personalize Stool-Based Colorectal Cancer Screening by Luuk A. van Duuren, Jonathan Ozik, Remy Spliet, Nicholson T. Collier, Iris Lansdorp-Vogelaar, Reinier G. S. Meester

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Reopening California: Seeking robust, non-dominated COVID-19 exit strategies. by Pedro Nascimento de Lima, Robert Lempert, Raffaele Vardavas, Lawrence Baker, Jeanne Ringel, Carolyn M Rutter, Jonathan Ozik, Nicholson Collier

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Reopening California: Seeking robust, non-dominated COVID-19 exit strategies by Pedro Nascimento de Lima, Robert Lempert, Raffaele Vardavas, Lawrence Baker, Jeanne Ringel, Carolyn M. Rutter, Jonathan Ozik, Nicholson Collier

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Spatial inequities in access to medications for treatment of opioid use disorder highlight scarcity of methadone providers under counterfactual scenarios. by Eric Tatara, Qinyun Lin, Jonathan Ozik, Marynia Kolak, Nicholson Collier, Dylan Halpern, Luc Anselin, Harel Dahari, Basmattee Boodram, John Schneider

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128 Creating a data repository of sociomic factors to further characterize clinical outcomes and disease progression in patients with asthma by Sonya Makhni, Bruno Barbarioli, Sanjay Krishnan, Jonathan Ozik, Kevin Lazenby, Marc Sleiman, Ankur Bhargava, Julian Solway, Ellen Cohen, Samuel Volchenboum

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Modeling hepatitis C micro-elimination among people who inject drugs with direct-acting antivirals in metropolitan Chicago. by Eric Tatara, Alexander Gutfraind, Nicholson T Collier, Desarae Echevarria, Scott J Cotler, Marian E Major, Jonathan Ozik, Harel Dahari, Basmattee Boodram

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High-throughput cancer hypothesis testing with an integrated PhysiCell-EMEWS workflow by Jonathan Ozik, Nicholson Collier, Justin M. Wozniak, Charles Macal, Chase Cockrell, Samuel H. Friedman, Ahmadreza Ghaffarizadeh, Randy Heiland, Gary An, Paul Macklin

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Projecting the number of new HIV infections to formulate the "Getting to Zero" strategy in Illinois, USA by Aditya Subhash Khanna, Mert Edali, Jonathan Ozik, Nicholson Collier, Anna Hotton, Abigail Skwara, Babak Mahdavi Ardestani, Russell Brewer, Kayo Fujimoto, Nina Harawa, John A. Schneider

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Projected long-term effects of colorectal cancer screening disruptions following the COVID-19 pandemic by Pedro Nascimento de Lima, Rosita van den Puttelaar, Anne I Hahn, Matthias Harlass, Nicholson Collier, Jonathan Ozik, Ann G Zauber, Iris Lansdorp-Vogelaar, Carolyn M Rutter

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Building and experimenting with an agent-based model to study the population-level impact of CommunityRx, a clinic-based community resource referral intervention by Stacy Tessler Lindau, Jennifer A. Makelarski, Chaitanya Kaligotla, Emily M. Abramsohn, David G. Beiser, Chiahung Chou, Nicholson Collier, Elbert S. Huang, Charles M. Macal, Jonathan Ozik, Elizabeth L. Tung

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CANDLE/Supervisor: a workflow framework for machine learning applied to cancer research by Justin M. Wozniak, Rajeev Jain, Prasanna Balaprakash, Jonathan Ozik, Nicholson T. Collier, John Bauer, Fangfang Xia, Thomas Brettin, Rick Stevens, Jamaludin Mohd-Yusof, Cristina Garcia Cardona, Brian Van Essen, Matthew Baughman

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Theoretical modeling of hepatitis C acute infection in liver-humanized mice support pre-clinical assessment of candidate viruses for controlled-human-infection studies by Zhenzhen Shi, Adquate Mhlanga, Yuji Ishida, Ari Josephson, Nicholson T. Collier, Hiromi Abe-Chayama, Chise Tateno-Mukaidani, Scott J. Cotler, Jonathan Ozik, Marian Major, Jordan J. Feld, Kazuaki Chayama, Harel Dahari

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Impact of post-incarceration care engagement interventions on HIV transmission among young Black men who have sex with men and their sexual partners: an agent-based network modelin... by Anna L. Hotton, Francis Lee, Daniel Sheeler, Jonathan Ozik, Nicholson Collier, Mert Edali, Babak Mahdavi Ardestani, Russell Brewer, Katrina M. Schrode, Kayo Fujimoto, Nina T. Harawa, John A. Schneider, Aditya S. Khanna

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National variability in Americans' COVID-19 protective behaviors: Implications for vaccine roll-out. by John A Schneider, Bruce G Taylor, Anna L Hotton, Phoebe A Lamuda, Jonathan Ozik, Qinyun Lin, Elizabeth Flanagan, Mai Tuyet Pho, Marynia Kolak, Russell Brewer, Jade Pagkas-Bather, Harold A Pollack

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National variability in Americans’ COVID-19 protective behaviors: Implications for vaccine roll-out by John A. Schneider, Bruce G. Taylor, Anna L. Hotton, Phoebe A. Lamuda, Jonathan Ozik, Qinyun Lin, Elizabeth Flanagan, Mai Tuyet Pho, Marynia Kolak, Russell Brewer, Jade Pagkas-Bather, Harold A. Pollack

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Incorporating social determinants of health into agent-based models of HIV transmission: methodological challenges and future directions by Anna L. Hotton, Pedro Nascimento de Lima, Arindam Fadikar, Nicholson T. Collier, Aditya S. Khanna, Darnell N. Motley, Eric Tatara, Sara Rimer, Ellen Almirol, Harold A. Pollack, John A. Schneider, John A. Schneider, John A. Schneider, Robert J. Lempert, Robert J. Lempert, Jonathan Ozik

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Sociome Data Commons: A scalable and sustainable platform for investigating the full social context and determinants of health – ERRATUM by Sandra Tilmon, Sharmilee Nyenhuis, Anthony Solomonides, Bruno Barbarioli, Ankur Bhargava, Suzi Birz, Kathryn Bouzein, Celine Cardenas, Bradley Carlson, Ellen Cohen, Emily Dillon, Brian Furner, Zhong Huang, Julie Johnson, Nivedha Krishnan, Kevin Lazenby, Kaitlyn Li, Sonya Makhni, Doriane Miller, Jonathan Ozik, Carlos Santos, Marc Sleiman, Julian Solway, Sanjay Krishnan, Samuel Volchenbouma

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