Formalizing the Role of Agent-Based Modeling in Causal Inference and Epidemiology

Marshall, Brandon D. L., Galea, Sandro·2015·American Journal of Epidemiology

Cited by (191)

Items 101–191 of 191

  1. Hybrid cellular automata-based air pollution model for traffic scenario microsimulations
    Tabea Sonnenschein, Zhendong Yuan, Jibran Khan, Jules Kerckhoffs, Roel C.H. Vermeulen, Simon Scheider · 2025 · Environmental Modelling & Software
  2. Building and experimenting with an agent-based model to study the population-level impact of CommunityRx, a clinic-based community resource referral intervention
    Stacy Tessler Lindau, Jennifer A. Makelarski, Chaitanya Kaligotla, Emily Abramsohn, David G. Beiser, Chiahung Chou, Nicholson T. Collier, Elbert S. Huang, Charles M. Macal, Jonathan Ozik et al. · 2021 · PLoS Computational Biology
  3. Making epidemiology matter
    Sandro Galea · 2017 · International Journal of Epidemiology
  4. Simulating the Simultaneous Impact of Medication for Opioid Use Disorder and Naloxone on Opioid Overdose Death in Eight New York Counties
    Magdalena Cerdá, Ava D. Hamilton, Ayaz Hyder, Caroline G. Rutherford, Georgiy Bobashev, Joshua M. Epstein, Erez Hatna, Noa Krawczyk, Nabila El‐Bassel, Daniel J. Feaster et al. · 2024 · Epidemiology
  5. Triangulation for causal loop diagrams: constructing biopsychosocial models using group model building, literature review, and causal discovery
    Jeroen F. Uleman, Maartje Luijten, Wilson Farid Abdo, Jana Vyrastekova, Andreas Gerhardus, Jakob Runge, Naja Hulvej Rod, Maaike Verhagen · 2024 · npj Complexity
  6. Equation-Based Versus Agent-Based Models: Why Not Embrace Both for an Efficient Parameter Calibration?
    Priscilla Avegliano, Jaime Simão Sichman · 2023 · Journal of Artificial Societies and Social Simulation
  7. Making evidence go further: Advancing synergy between agent-based modeling and randomized control trials
    Ross A. Hammond, Shari L. Barkin · 2024 · Proceedings of the National Academy of Sciences
  8. Exploring socio-economic dimensions in HIV research: a comprehensive bibliometric analysis (1992–2024)
    Lyudmila S Yermukhanova, Marat Kuzembayev, Akkumis Salkhanova, Nazerke Narymbayeva, Aigul Yelgondiyevna Tazhiyeva, Д.Н. Маханбеткулова, Alireza Afshar · 2025 · Global Health Action
  9. Assessing the quality of evidence from epidemiological agent-based models for the COVID-19 pandemic
    Mariusz Maziarz, Martin Zach · 2021 · History & Philosophy of the Life Sciences
  10. Is the Smog Lifting?
    W. Dana Flanders, Michael D. Garber · 2019 · Epidemiology
  11. Bringing Evidence to Bear on Public Health in the United States
    Kevin M. Callahan, Elizabeth A. Stuart · 2018 · Public Health Reports
  12. Etiological Explanations : Illness Causation Theory
    Olaf Dammann · 2020 · PhilPapers (PhilPapers Foundation)
  13. Added Benefits of Pre-Exposure Prophylaxis Use on HIV Incidence with Minimal Changes in Efficiency in the Context of High Treatment Engagement Among Men Who Have Sex with Men
    Alyson L. Singleton, Brandon D. L. Marshall, Xiao Zang, Amy Stewart Nunn, William C. Goedel · 2020 · AIDS Patient Care and STDs
  14. Simulating the bounds of plausibility: Estimating the impact of high-risk versus population-based approaches to prevent firearm injury
    Katherine M. Keyes, Ava D. Hamilton, Melissa Tracy, Rose M. C. Kagawa, Veronica A. Pear, David S. Fink, Charles C. Branas, Magdalena Cerdá · 2022 · PLoS ONE
  15. Forecasting and Predicting Stochastic Agent-Based Model Data with Biologically-Informed Neural Networks
    John T. Nardini · 2024 · Bulletin of Mathematical Biology
  16. Understanding Delayed Diabetes Diagnosis: An Agent-Based Model of Health-Seeking Behavior
    Firouzeh Rosa Taghikhah, Mohammad Jabbari, Kevin C. Desouza, Arunima Malik, Hadi Akbarzadeh Khorshidi · 2025 · Medical Decision Making
  17. Investigating the Role of Childhood Adiposity in the Development of Adult Type 2 Diabetes in a 64-year Follow-up Cohort
    Roch A. Nianogo, Onyebuchi A. Arah · 2019 · Epidemiology
  18. Occupational Segregation And Hypertension Inequity: The Implication Of The Inverse Hazard Law Among Healthcare Workers
    Tongtan Chantarat, Eva A. Enns, Rachel R. Hardeman, Patricia Marie McGovern, Samuel L. Myers, Janette Dill · 2022 · Journal of Economics Race and Policy
  19. An Invitation to System-wide Algorithmic Fairness
    Efrén Cruz Cortés, Debashis Ghosh · 2020 · Proceedings of the AAAI/ACM Conference on AI Ethics and Society
  20. What matters, when, for whom? three questions to guide population health scholarship
    Sandro Galea, Katherine M. Keyes · 2017 · Injury Prevention
  21. Causes and Causes of Causes of Population Health: A Public Health of Consequence, March 2018
    Sandro Galea, ROGER D. VAUGHAN · 2018 · American Journal of Public Health
  22. Behavioral Dynamics of AI Trust and Health Care Delays Among Adults: Integrated Cross-Sectional Survey and Agent-Based Modeling Study
    Xueyao Cai, Weidong Li, Wenjun Shi, Yuchen Cai, Jianda Zhou · 2026 · Journal of Medical Internet Research
  23. The Role of Professional Journals and Societies in the Future of a Field: A Reflection on the Partnership Between theAmerican Journal of Epidemiologyand the Society for Epidemiologic Research
    Kristen A. Hahn, Sandro Galea · 2016 · American Journal of Epidemiology
  24. Effect of out-of-village working activities on recent malaria exposure in the Peruvian Amazon using parametric g-formula
    Gabriel Carrasco‐Escobar, Jason Rosado, Oscar Nolasco, Michael T. White, Ivo Müeller, Márcia C. Castro, Hugo Rodríguez, Dionicia Gamboa, Alejandro Llanos‐Cuentas, Joseph Michael Vinetz et al. · 2022 · Scientific Reports
  25. Do alcohol interventions affect peers who do not receive the intervention? Modeling treatment contagion effects via simulations of adolescent social networks.
    Kevin A. Hallgren, Barbara S. McCrady, Katie A. Witkiewitz, Thomas P. Caudell · 2021 · Psychology of Addictive Behaviors
  26. Optimization of Infectious Disease Prevention and Control Policies Using Artificial Life
    Khalil Bassam Al Handawi, Michael Kokkolaras · 2021 · IEEE Transactions on Emerging Topics in Computational Intelligence
  27. Contextualizing Complexity: When Are Systems Science Methods Constructive?
    Brandon D. L. Marshall · 2017 · American Journal of Public Health
  28. Spillover Benefit of Pre-Exposure Prophylaxis for HIV Prevention: Evaluating the Importance of Effect Modification using an Agent-Based Model
    Ashley L Buchanan, Carolyn Jean Park, Sam E. Bessey, William C. Goedel, Eleanor J. Murray, Samuel R. Friedman, M. Elizabeth Halloran, Natallia Katenka, Brandon D. L. Marshall · 2022 · Epidemiology and Infection
  29. The Usefulness of Web-Based Communication Data for Social Network Health Interventions: Agent-Based Modeling Study
    David J. Blok, Bojan Simoski, Thabo J. van Woudenberg, Moniek Buijzen · 2023 · JMIR Pediatrics and Parenting
  30. Evolutionary Invasion Analysis of Modern Epidemics Highlights the Context-Dependence of Virulence Evolution
    Sudam Surasinghe, Ketty Kabengele, Paul E. Turner, C. Brandon Ogbunugafor · 2024 · Bulletin of Mathematical Biology
  31. Causalidade e Fonoaudiologia: abordagem epidemiológica
    Natália do Canto-Soares, Rafaela Soares Rech, Bárbara Niegia Garcia de Goulart · 2019 · CoDAS
  32. Geographical agent-based modeling and satellite image processing with application to facilitate the exploration of minerals in Behshahr, Iran
    Maryam Jahanbani, Mohammad Hassan Vahidnia, Mohammad Aspanani · 2022 · Arabian Journal of Geosciences
  33. Effects of pathogen dependency in a multi-pathogen infectious disease system including population level heterogeneity – a simulation study
    Abhishek Bakuli, Frank Klawonn, André Karch, Rafael Mikolajczyk · 2017 · Theoretical Biology and Medical Modelling
  34. Antecedents of generative thinking in analytical sociology: the contribution of Tom Fararo
    Gianluca Manzo · 2024 · Journal of Mathematical Sociology
  35. Marshall and Galea Respond to "Data Theory in Epidemiology"
    Brandon D. L. Marshall, Sandro Galea · 2014 · American Journal of Epidemiology
  36. Virtual organizational design laboratory: Agent-based modeling of the co-evolution of social service delivery networks with population dynamics
    Oscar Herrera-Restrepo, Alexandra Medina‐Borja · 2018 · Expert Systems with Applications
  37. Evaluating Policies to Decrease the Risk of Introducing SARS-CoV-2 Infections to Nursing Home Facilities
    Joëlla W. Adams, Kasey Jones, Sandy Preiss, Emily Hadley, Micah Segelman · 2023 · Journal of Applied Gerontology
  38. Pathogen Emergence As Complex Biological Invasion: Lessons From Dynamical Systems Modeling
    Sudam Surasinghe, Marisabel Rodriguez Messan, Victor A. Meszaros, Jane Molofksy, Salvador Almagro‐Moreno, C. Brandon Ogbunugafor · 2023 · Northeast Journal of Complex Systems
  39. An individual-based dynamic model to assess interventions to mitigate opioid overdose risk
    Kirsten Gallant, Ryan Lukeman · 2024 · Harm Reduction Journal
  40. Networks and identity drive the spatial diffusion of linguistic innovation in urban and rural areas
    Aparna Ananthasubramaniam, David Jurgens, Daniel M. Romero · 2024 · npj Complexity
  41. Modeling the Dynamic Outcomes of Infection Prevention Behaviors in an ICU Environment
    Lisa Sundahl Platt, Arezoo Zeinali · 2025 · HERD Health Environments Research & Design Journal
  42. On the Production of Useful Knowledge
    Sandro Galea · 2017 · Milbank Quarterly
  43. Summarizing Simulation Results Using Causally-Relevant States
    Nidhi Parikh, MADHAV V. MARATHE, Samarth Swarup · 2017 · Lecture notes in computer science
  44. Traffic data analysis and route planning
    Eneko Osaba, Ibai Laña, Javier Del Ser · 2023 · Elsevier eBooks
  45. Invited Commentary: Continuing to Loosen the Constraints on Epidemiology in an Age of Change—A Comment on McMichael's “Prisoners of the Proximate”
    Sandro Galea · 2017 · American Journal of Epidemiology
  46. A generic multi-level stochastic modelling framework in computational epidemiology
    Sébastien Picault, Yu-Lin Huang, Vianney Sicard, Thierry Hoch, Elisabeta Vergu, François Beaudeau, Pauline Ezanno · 2018 · bioRxiv (Cold Spring Harbor Laboratory)
  47. A Simulation Based Dynamic Evaluation Framework for System-wide Algorithmic Fairness
    Efrén Cruz Cortés, Debashis Ghosh · 2019 · arXiv (Cornell University)
  48. A Stochastic Graph-based Model for the Simulation of SARS-CoV-2 Transmission
    Christos Chondros, Stavros D. Nikolopoulos, Iosif Polenakis · 2021 · arXiv (Cornell University)
  49. Evaluating complex interventions in international development
    Edoardo Masset, Som Shrestha, Matt Juden · 2021
  50. How to Keep it Adequate: A Validation Protocol for Agent-Based Simulation
    Christian Troost, Andrew Reid Bell, Hedwig van Delden, Robert Huber, Tatiana Filatova, Quang Bao Le, Melvin Lippe, Leila Niamir, Gary J. Polhill, Zhanli Sun et al. · 2022 · SSRN Electronic Journal
  51. Incorporating social determinants of health into agent-based models of HIV transmission: methodological challenges and future directions
    Anna Hotton, Pedro Nascimento de Lima, Arindam Fadikar, Nicholson T. Collier, Aditya Subhash Khanna, Darnell Motley, Eric R. Tatara, Sara P. Rimer, Ellen A. Almirol, Harold A. Pollack et al. · 2025 · Frontiers in Epidemiology
  52. Etio-Prognostic Explanation
    Olaf Dammann · 2025 · Springer eBooks
  53. Agent-Based Models as Credible Counterfactuals for Economic History
    Nicola Visonà, Luca Riccetti · 2025 · Italian Economic Journal
  54. Complementary causal approaches to support biodiversity change attribution
    Anne Thomas, Wilfried Thuiller, Andrew Gonzalez · 2026 · Nature Reviews Biodiversity
  55. Simulation of Demand for Orphan Drugs in Iran with the Approach of Agent-based Modeling (2018-2019)
    Narges Ghasemian, Hossein Raghfar, Faramarz Ekhteraei, Pioneers of Industry Process · 2021 · Journal of Research in Economic Modeling
  56. The Clinical Impact and Cost Effectiveness of Intervention Policies Against the SARS-CoV-2 Pandemic: A Mathematical Modelling Analysis
    Bin Yan Wu, Yuetian Yu, Xing Lin Feng · 2021 · Fundamental Research
  57. THE PROMISE OF AGENT‐BASED MODELING FOR EQUITY‐CENTERED RESEARCH
    John R. Hotchkiss, Divya Vohra, So O’Neil · 2023 · Journal of Policy Analysis and Management
  58. A Bayesian Spatio-temporal Model to Optimize Allocation of Buprenorphine in North Carolina
    Qianyu Dong, David Kline, Staci A. Hepler · 2023 · Statistics and Public Policy
  59. The New Frontiers of Social Simulation in the Data Science Era: An Introduction to the Proceedings
    Francesco Renzini, Carlo Debernardi, Federico Bianchi, Marco Cremonini, Flaminio Squazzoni · 2023 · Springer proceedings in complexity
  60. Data-rich modeling helps answer increasingly complex questions on variant and disease interactions
    Kirstin I. Oliveira Roster · 2023 · Physics of Life Reviews
  61. Behavior Modeling and Analytics for Urban Computing: A Synthetic Information-based Approach
    Nidhi Parikh · 2017 · VTechWorks (Virginia Tech)
  62. Scaling up epidemiological models with rule-based modelling
    William Waites, Matteo Cavaliere, David Manheim, Jasmina Panovska‐Griffiths, Vincent Danos A · 2020 · HAL
  63. Agent-based modeling for SARS-CoV-2 epidemic prediction and intervention assessment. A methodological appraisal
    Mariusz Maziarz, Martin Zach · 2020
  64. Overview of Current Concepts and Process for Agent‐Based Modeling
    Ross A. Hammond · 2021
  65. Compartmental Model for Epidemics with Contact Tracing and Isolation under Arbitrary Degree Distribution
    Elan Ocheretner, Amir Leshem · 2024 · medRxiv
  66. An Agent-Based Model for Intervention Planning Among Communities During Epidemic Outbreaks
    Loganathan Ponnambalam, A. G. Rekha, Yashasvi Laxminarayan · 2016 · Communications in computer and information science
  67. Physical Sciences for Nonphysical Problems
    Lazaros K. Gallos · 2020
  68. Designing Population Health Research Grounded in Complex Systems Science
    Leah Frerichs, Natalie Smith · 2020
  69. References
    Gianluca Manzo · 2022 · Wiley eBooks
  70. “Stopping before you start”: Reducing and preventing initiation of tobacco use in the ACT
    2019 · MODSIM
  71. Agent-based modelling – a new method for investigating environmental problems
    Diana POPOVICI · 2018 · GeoPatterns
  72. Agent-based modeling
    Chris von Csefalvay · 2023 · Elsevier eBooks
  73. References
    2023 · Elsevier eBooks
  74. Explanation and Causal Models for Social Epidemiology
    Ian McDowell · 2023 · Springer eBooks
  75. Network Modeling of the Spread of Disease
    Marek Vlach · 2023 · Oxford University Press eBooks
  76. The role of European Union enlargement in mortality convergence across Europe
    Rok Hrzic · 2023
  77. Agent-Based Models and Methodological Individualism: Are They Fundamentally Linked?
    Gianluca Manzo · 2023 · Springer eBooks
  78. Agent models for disease propagation
    Juliano Genari · 2024
  79. Analysis of Vaccination Scenarios on Local Covid-19 Epidemiology Using Agent-Based Simulation
    Carlos Marcelo Pais, Emanuel Juarez, José Alberto Biurrun Manresa, Hugo Leonardo Rufiner · 2025 · SSRN Electronic Journal
  80. The role of epidemiologists in addressing the public health consequences of the United States criminal legal system
    Sara N. Levintow, Molly Remch, Katherine H. LeMasters, Dana C. Rice · 2024 · American Journal of Epidemiology
  81. Bridging System Dynamics and Causal Epidemiology: An Opportunity for Both Fields
    Jeroen F. Uleman, Anne Helby Petersen, Naja Hulvej Rod · 2025 · System Dynamics Review
  82. Stemming the Tide of the US Overdose Crisis: How Can We Leverage the Power of Data Science and Artificial Intelligence?
    Magdalena Cerdá, Daniel B. Neill, Ellicott C. Matthay, JOHNATHAN A. JENKINS, Brandon D. L. Marshall, Katherine M. Keyes · 2025 · Milbank Quarterly
  83. Interaction effects on health between perceived neighbourhood social cohesion and demographic changes: a longitudinal study
    Odile Sauzet, Maria Schäfer · 2025 · Journal of Epidemiology and Population Health
  84. The role of vaccination roll-out in the monitoring of Covid-19 pandemic spread: A country-level quantitative study
    Arianna Agosto, Paola Cerchiello, Siegfried Eisenberg, Thomas Czypionka · 2025 · Physica A Statistical Mechanics and its Applications
  85. Additional file 1 of Optimising the integration of technology-enabled solutions to enhance primary mental health care: a service mapping study
    Haley M LaMonica, Tracey A Davenport, Antonia Ottavio, Shelley C. Rowe, Cross, Shane P., Frank Iorfino, Tanya A. Jackson, Michael A. Easton, Jennifer Melsness, Hickie, Ian B. · 2021 · Figshare
  86. Évaluation de l’efficacité d’une nouvelle intervention de lutte contre le paludisme sur le plateau des Guyanes
    Yann Lambert · 2023 · theses.fr (ABES)
  87. Advancing systems thinking in implementation science: An epidemiologic perspective
    Danielle Giovenco, Lindsey M. Filiatreau, Justin Knox, Aaloke Mody, Sandro Galea, Brandon D. L. Marshall, Kristin M. Wall, Patrick Sean Sullivan · 2026 · Annals of Epidemiology
  88. A Feature Space Maturity Model for ABM Frameworks: Definition and Experimentation
    Luis Carlos Lara-Lopez, Jose Helo-Guzman, Ignacio Trejos-Zelaya, Santiago Núñez-Corrales · 2025 · IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies (CHILECON)
  89. References
    2026 · Elsevier eBooks
  90. Introduction to multi-agent simulations
    Teddy Lazebnik · 2026 · Elsevier eBooks
  91. Integrating mathematical modelling and artificial intelligence to combat emerging viral syndemics: A systematic review
    Romina Cabrera-Rodríguez, Iriome Reyes-Castañeda, Iria Lorenzo-Sánchez, Agustı́n Valenzuela-Fernández, Rodrigo Trujillo‐González · 2026 · New Microbes and New Infections