Formalizing the Role of Agent-Based Modeling in Causal Inference and Epidemiology
Cited by (191)
Items 101–191 of 191
- Hybrid cellular automata-based air pollution model for traffic scenario microsimulationsTabea Sonnenschein, Zhendong Yuan, Jibran Khan, Jules Kerckhoffs, Roel C.H. Vermeulen, Simon Scheider · 2025 · Environmental Modelling & Software
- Building and experimenting with an agent-based model to study the population-level impact of CommunityRx, a clinic-based community resource referral interventionStacy 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
- Making epidemiology matterSandro Galea · 2017 · International Journal of Epidemiology
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- Triangulation for causal loop diagrams: constructing biopsychosocial models using group model building, literature review, and causal discoveryJeroen F. Uleman, Maartje Luijten, Wilson Farid Abdo, Jana Vyrastekova, Andreas Gerhardus, Jakob Runge, Naja Hulvej Rod, Maaike Verhagen · 2024 · npj Complexity
- 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
- Making evidence go further: Advancing synergy between agent-based modeling and randomized control trialsRoss A. Hammond, Shari L. Barkin · 2024 · Proceedings of the National Academy of Sciences
- 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
- Assessing the quality of evidence from epidemiological agent-based models for the COVID-19 pandemicMariusz Maziarz, Martin Zach · 2021 · History & Philosophy of the Life Sciences
- Is the Smog Lifting?W. Dana Flanders, Michael D. Garber · 2019 · Epidemiology
- Bringing Evidence to Bear on Public Health in the United StatesKevin M. Callahan, Elizabeth A. Stuart · 2018 · Public Health Reports
- Etiological Explanations : Illness Causation TheoryOlaf Dammann · 2020 · PhilPapers (PhilPapers Foundation)
- 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 MenAlyson L. Singleton, Brandon D. L. Marshall, Xiao Zang, Amy Stewart Nunn, William C. Goedel · 2020 · AIDS Patient Care and STDs
- Simulating the bounds of plausibility: Estimating the impact of high-risk versus population-based approaches to prevent firearm injuryKatherine 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
- Forecasting and Predicting Stochastic Agent-Based Model Data with Biologically-Informed Neural NetworksJohn T. Nardini · 2024 · Bulletin of Mathematical Biology
- Understanding Delayed Diabetes Diagnosis: An Agent-Based Model of Health-Seeking BehaviorFirouzeh Rosa Taghikhah, Mohammad Jabbari, Kevin C. Desouza, Arunima Malik, Hadi Akbarzadeh Khorshidi · 2025 · Medical Decision Making
- Investigating the Role of Childhood Adiposity in the Development of Adult Type 2 Diabetes in a 64-year Follow-up CohortRoch A. Nianogo, Onyebuchi A. Arah · 2019 · Epidemiology
- Occupational Segregation And Hypertension Inequity: The Implication Of The Inverse Hazard Law Among Healthcare WorkersTongtan Chantarat, Eva A. Enns, Rachel R. Hardeman, Patricia Marie McGovern, Samuel L. Myers, Janette Dill · 2022 · Journal of Economics Race and Policy
- An Invitation to System-wide Algorithmic FairnessEfrén Cruz Cortés, Debashis Ghosh · 2020 · Proceedings of the AAAI/ACM Conference on AI Ethics and Society
- What matters, when, for whom? three questions to guide population health scholarshipSandro Galea, Katherine M. Keyes · 2017 · Injury Prevention
- Causes and Causes of Causes of Population Health: A Public Health of Consequence, March 2018Sandro Galea, ROGER D. VAUGHAN · 2018 · American Journal of Public Health
- Behavioral Dynamics of AI Trust and Health Care Delays Among Adults: Integrated Cross-Sectional Survey and Agent-Based Modeling StudyXueyao Cai, Weidong Li, Wenjun Shi, Yuchen Cai, Jianda Zhou · 2026 · Journal of Medical Internet Research
- 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 ResearchKristen A. Hahn, Sandro Galea · 2016 · American Journal of Epidemiology
- Effect of out-of-village working activities on recent malaria exposure in the Peruvian Amazon using parametric g-formulaGabriel 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
- 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
- Optimization of Infectious Disease Prevention and Control Policies Using Artificial LifeKhalil Bassam Al Handawi, Michael Kokkolaras · 2021 · IEEE Transactions on Emerging Topics in Computational Intelligence
- Contextualizing Complexity: When Are Systems Science Methods Constructive?Brandon D. L. Marshall · 2017 · American Journal of Public Health
- Spillover Benefit of Pre-Exposure Prophylaxis for HIV Prevention: Evaluating the Importance of Effect Modification using an Agent-Based ModelAshley 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
- The Usefulness of Web-Based Communication Data for Social Network Health Interventions: Agent-Based Modeling StudyDavid J. Blok, Bojan Simoski, Thabo J. van Woudenberg, Moniek Buijzen · 2023 · JMIR Pediatrics and Parenting
- Evolutionary Invasion Analysis of Modern Epidemics Highlights the Context-Dependence of Virulence EvolutionSudam Surasinghe, Ketty Kabengele, Paul E. Turner, C. Brandon Ogbunugafor · 2024 · Bulletin of Mathematical Biology
- Causalidade e Fonoaudiologia: abordagem epidemiológicaNatália do Canto-Soares, Rafaela Soares Rech, Bárbara Niegia Garcia de Goulart · 2019 · CoDAS
- Geographical agent-based modeling and satellite image processing with application to facilitate the exploration of minerals in Behshahr, IranMaryam Jahanbani, Mohammad Hassan Vahidnia, Mohammad Aspanani · 2022 · Arabian Journal of Geosciences
- Effects of pathogen dependency in a multi-pathogen infectious disease system including population level heterogeneity – a simulation studyAbhishek Bakuli, Frank Klawonn, André Karch, Rafael Mikolajczyk · 2017 · Theoretical Biology and Medical Modelling
- Antecedents of generative thinking in analytical sociology: the contribution of Tom FararoGianluca Manzo · 2024 · Journal of Mathematical Sociology
- Marshall and Galea Respond to "Data Theory in Epidemiology"Brandon D. L. Marshall, Sandro Galea · 2014 · American Journal of Epidemiology
- Virtual organizational design laboratory: Agent-based modeling of the co-evolution of social service delivery networks with population dynamicsOscar Herrera-Restrepo, Alexandra Medina‐Borja · 2018 · Expert Systems with Applications
- Evaluating Policies to Decrease the Risk of Introducing SARS-CoV-2 Infections to Nursing Home FacilitiesJoëlla W. Adams, Kasey Jones, Sandy Preiss, Emily Hadley, Micah Segelman · 2023 · Journal of Applied Gerontology
- Pathogen Emergence As Complex Biological Invasion: Lessons From Dynamical Systems ModelingSudam Surasinghe, Marisabel Rodriguez Messan, Victor A. Meszaros, Jane Molofksy, Salvador Almagro‐Moreno, C. Brandon Ogbunugafor · 2023 · Northeast Journal of Complex Systems
- An individual-based dynamic model to assess interventions to mitigate opioid overdose riskKirsten Gallant, Ryan Lukeman · 2024 · Harm Reduction Journal
- Networks and identity drive the spatial diffusion of linguistic innovation in urban and rural areasAparna Ananthasubramaniam, David Jurgens, Daniel M. Romero · 2024 · npj Complexity
- Modeling the Dynamic Outcomes of Infection Prevention Behaviors in an ICU EnvironmentLisa Sundahl Platt, Arezoo Zeinali · 2025 · HERD Health Environments Research & Design Journal
- On the Production of Useful KnowledgeSandro Galea · 2017 · Milbank Quarterly
- Summarizing Simulation Results Using Causally-Relevant StatesNidhi Parikh, MADHAV V. MARATHE, Samarth Swarup · 2017 · Lecture notes in computer science
- Traffic data analysis and route planningEneko Osaba, Ibai Laña, Javier Del Ser · 2023 · Elsevier eBooks
- 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
- A generic multi-level stochastic modelling framework in computational epidemiologySébastien Picault, Yu-Lin Huang, Vianney Sicard, Thierry Hoch, Elisabeta Vergu, François Beaudeau, Pauline Ezanno · 2018 · bioRxiv (Cold Spring Harbor Laboratory)
- A Simulation Based Dynamic Evaluation Framework for System-wide Algorithmic FairnessEfrén Cruz Cortés, Debashis Ghosh · 2019 · arXiv (Cornell University)
- A Stochastic Graph-based Model for the Simulation of SARS-CoV-2 TransmissionChristos Chondros, Stavros D. Nikolopoulos, Iosif Polenakis · 2021 · arXiv (Cornell University)
- Evaluating complex interventions in international developmentEdoardo Masset, Som Shrestha, Matt Juden · 2021
- How to Keep it Adequate: A Validation Protocol for Agent-Based SimulationChristian 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
- Incorporating social determinants of health into agent-based models of HIV transmission: methodological challenges and future directionsAnna 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
- Etio-Prognostic ExplanationOlaf Dammann · 2025 · Springer eBooks
- Agent-Based Models as Credible Counterfactuals for Economic HistoryNicola Visonà, Luca Riccetti · 2025 · Italian Economic Journal
- Complementary causal approaches to support biodiversity change attributionAnne Thomas, Wilfried Thuiller, Andrew Gonzalez · 2026 · Nature Reviews Biodiversity
- 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
- The Clinical Impact and Cost Effectiveness of Intervention Policies Against the SARS-CoV-2 Pandemic: A Mathematical Modelling AnalysisBin Yan Wu, Yuetian Yu, Xing Lin Feng · 2021 · Fundamental Research
- THE PROMISE OF AGENT‐BASED MODELING FOR EQUITY‐CENTERED RESEARCHJohn R. Hotchkiss, Divya Vohra, So O’Neil · 2023 · Journal of Policy Analysis and Management
- A Bayesian Spatio-temporal Model to Optimize Allocation of Buprenorphine in North CarolinaQianyu Dong, David Kline, Staci A. Hepler · 2023 · Statistics and Public Policy
- The New Frontiers of Social Simulation in the Data Science Era: An Introduction to the ProceedingsFrancesco Renzini, Carlo Debernardi, Federico Bianchi, Marco Cremonini, Flaminio Squazzoni · 2023 · Springer proceedings in complexity
- Data-rich modeling helps answer increasingly complex questions on variant and disease interactionsKirstin I. Oliveira Roster · 2023 · Physics of Life Reviews
- Behavior Modeling and Analytics for Urban Computing: A Synthetic Information-based ApproachNidhi Parikh · 2017 · VTechWorks (Virginia Tech)
- Scaling up epidemiological models with rule-based modellingWilliam Waites, Matteo Cavaliere, David Manheim, Jasmina Panovska‐Griffiths, Vincent Danos A · 2020 · HAL
- Agent-based modeling for SARS-CoV-2 epidemic prediction and intervention assessment. A methodological appraisalMariusz Maziarz, Martin Zach · 2020
- Overview of Current Concepts and Process for Agent‐Based ModelingRoss A. Hammond · 2021
- Compartmental Model for Epidemics with Contact Tracing and Isolation under Arbitrary Degree DistributionElan Ocheretner, Amir Leshem · 2024 · medRxiv
- An Agent-Based Model for Intervention Planning Among Communities During Epidemic OutbreaksLoganathan Ponnambalam, A. G. Rekha, Yashasvi Laxminarayan · 2016 · Communications in computer and information science
- Physical Sciences for Nonphysical ProblemsLazaros K. Gallos · 2020
- Designing Population Health Research Grounded in Complex Systems ScienceLeah Frerichs, Natalie Smith · 2020
- ReferencesGianluca Manzo · 2022 · Wiley eBooks
- “Stopping before you start”: Reducing and preventing initiation of tobacco use in the ACT2019 · MODSIM
- Agent-based modelling – a new method for investigating environmental problemsDiana POPOVICI · 2018 · GeoPatterns
- Agent-based modelingChris von Csefalvay · 2023 · Elsevier eBooks
- References2023 · Elsevier eBooks
- Explanation and Causal Models for Social EpidemiologyIan McDowell · 2023 · Springer eBooks
- Network Modeling of the Spread of DiseaseMarek Vlach · 2023 · Oxford University Press eBooks
- The role of European Union enlargement in mortality convergence across EuropeRok Hrzic · 2023
- Agent-Based Models and Methodological Individualism: Are They Fundamentally Linked?Gianluca Manzo · 2023 · Springer eBooks
- Agent models for disease propagationJuliano Genari · 2024
- Analysis of Vaccination Scenarios on Local Covid-19 Epidemiology Using Agent-Based SimulationCarlos Marcelo Pais, Emanuel Juarez, José Alberto Biurrun Manresa, Hugo Leonardo Rufiner · 2025 · SSRN Electronic Journal
- The role of epidemiologists in addressing the public health consequences of the United States criminal legal systemSara N. Levintow, Molly Remch, Katherine H. LeMasters, Dana C. Rice · 2024 · American Journal of Epidemiology
- Bridging System Dynamics and Causal Epidemiology: An Opportunity for Both FieldsJeroen F. Uleman, Anne Helby Petersen, Naja Hulvej Rod · 2025 · System Dynamics Review
- 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
- Interaction effects on health between perceived neighbourhood social cohesion and demographic changes: a longitudinal studyOdile Sauzet, Maria Schäfer · 2025 · Journal of Epidemiology and Population Health
- The role of vaccination roll-out in the monitoring of Covid-19 pandemic spread: A country-level quantitative studyArianna Agosto, Paola Cerchiello, Siegfried Eisenberg, Thomas Czypionka · 2025 · Physica A Statistical Mechanics and its Applications
- Additional file 1 of Optimising the integration of technology-enabled solutions to enhance primary mental health care: a service mapping studyHaley 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
- Évaluation de l’efficacité d’une nouvelle intervention de lutte contre le paludisme sur le plateau des GuyanesYann Lambert · 2023 · theses.fr (ABES)
- Advancing systems thinking in implementation science: An epidemiologic perspectiveDanielle Giovenco, Lindsey M. Filiatreau, Justin Knox, Aaloke Mody, Sandro Galea, Brandon D. L. Marshall, Kristin M. Wall, Patrick Sean Sullivan · 2026 · Annals of Epidemiology
- A Feature Space Maturity Model for ABM Frameworks: Definition and ExperimentationLuis 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)
- References2026 · Elsevier eBooks
- Introduction to multi-agent simulationsTeddy Lazebnik · 2026 · Elsevier eBooks
- Integrating mathematical modelling and artificial intelligence to combat emerging viral syndemics: A systematic reviewRomina Cabrera-Rodríguez, Iriome Reyes-Castañeda, Iria Lorenzo-Sánchez, Agustı́n Valenzuela-Fernández, Rodrigo Trujillo‐González · 2026 · New Microbes and New Infections