Systems Science is the study of general principles governing systems of widely differing types, and the use of systems ideas and methods in interdisciplinary research and socio-technical system design and management. Systems science draws on the natural and social sciences, mathematics, computer science, and engineering to address complex problems in the public and private sectors.

government, considerable demand exists for professionals who are skilled in modern methods of decision making and systems design and who are capable of managing complex social and technical systems. Systems theorists also continue to make important contributions to the growth of knowledge within academic disciplines and to the application of knowledge across disciplinary boundaries.

See also: Systems Science Program Systems Science Seminar Series

Follow


Submissions from 2024

PDF

A Systems Theoretic View of Speculative Realism, Martin Zwick

PDF

Mapping Mental Models Through an Improved Method for Identifying Causal Structures in Qualitative Data, Erin S. Kenzie, Wayne Wakeland, Antonie Jetter, Kristen Hassmiller Lich, Mellodie Seater, and Melinda M. Davis

PDF

Mussar and Esotericism in Revolutionary Russia, Martin Zwick

Protocol for an Interview-Based Method for Mapping Mental Models Using Causal-Loop Diagramming and Realist Interviewing., Erin S. Kenzie, Wayne W. Wakeland, Antonie J. Jetter, Kristen Hassmiller Lich, Mellodie Seater, Rose Gunn, and Melinda M. Davis

PDF

The Basic Dualism in the World: Object-Oriented Ontology and Systems Theory, Martin Zwick

PDF

The Universal and the Unique, Martin Zwick

Submissions from 2023

PDF

An Overview of Elements and Relations: Aspects of a Scientific Metaphysics, Martin Zwick

File

CSBII Seminar on Elements and Relations: Aspects of a Scientific Metaphysics, Martin Zwick

Link

Elements and Relations: Aspects of a Scientific Metaphysics, Martin Zwick

PDF

Machine Learning Predictions of Electricity Capacity, Marcus Harris, Elizabeth Kirby, Ameeta Agrawal, Rhitabrat Pokharel, Francis Puyleart, and Martin Zwick

PDF

System Dynamics Modeling for Cancer Prevention and Control: A systematic review, Erin S. Kenzie, Mellodie Seater, Wayne Wakeland, Gloria Coronado, and Melinda M. Davis

PDF

Systems thinking activities used in K-12 for up to two decades, Diana Fisher and Systems Thinking Association

PDF

The Basic Dualism in the World, Martin Zwick

PDF

Words and Diagrams About Rosenstock-Huessy’s Cross of Reality, Martin Zwick

Submissions from 2022

PDF

A New Agent-Based Model Offers Insight into Population-Wide Adoption of Prosocial Common-Pool Behavior, Garry Sotnik, Thaddeus Shannon, and Wayne Wakeland

PDF

Reconstructability Analysis: Discrete Multivariate Modeling, Martin Zwick

PDF

Reducing Opioid use Disorder and Overdose Deaths in the United States: A Dynamic Modeling Analysis, Erin J. Stringfellow, Tse Yang Lim, Keith Humphreys, Catherine DiGennero, Celia Stafford, Elizabeth Beaulieu, Jack Homer, Wayne Wakeland, and multiple additional authors

PDF

Speculative Realism and Systems Metaphysics, Martin Zwick

PDF

System Dynamics Modeling for Traumatic Brain Injury: Mini-review of Applications, Erin S. Kenzie, Elle L. Parks, Nancy Carney, and Wayne Wakeland

Submissions from 2021

PDF

Graphical Models in Reconstructability Analysis and Bayesian Networks, Marcus Harris and Martin Zwick

PDF

Occam Manual, Martin Zwick

PDF

OCCAM: Open Source Reconstructability Analysis Software [User's Manual], Martin Zwick

PDF

Polymorphism and Polysemy in Images of the Sefirot, Martin Zwick

PDF

Reconstructability Analysis of the Predictors of Physical Functioning Status in Older Americans by Race and Ethnicity, Amanuel Melekin and Martin Zwick

PDF

Rosenstock-Huessy’s “Cross of Reality” and Systems Theory, Martin Zwick

PDF

Universal Biological Motions for Educational Robot Theatre and Games, Rajesh Venkatachalapathy, Martin Zwick, Adam Slowik, Kai Brooks, Mikhail Mayers, Roman Minko, Tyler Hull, Bliss Brass, and Marek Perkowski

PDF

Using Information Theory to Extract Patterns from Categorical Raster Data, David Percy

PDF

Validation of a Spatial Agent-Based Model for Taenia Solium Transmission (“cystiagent”) Against a Large Prospective Trial of Control Strategies in Northern Peru, Ian W. Pray, Francesco Pizzitutti, Gabrielle Bonnet, Eloy Gonzalez-Gustavson, Wayne Wakeland, William K. Pan, William E. Lambert, Armando E. Gonzalez, Hector H. Garcia, and Seth E. O’Neal

Submissions from 2020

PDF

Addressing Parameter Uncertainty in SD Models with Fit-to-history and Monte-Carlo Sensitivity Methods, Wayne Wakeland and Jack Homer

PDF

A Dynamic Model of the Opioid Drug Epidemic with Implications for Policy, Jack Homer and Wayne W. Wakeland

PDF

Diverse Autonomic Nervous System Stress Response Patterns in Childhood Sensory Modulation, Jacquelyn Christensen, Heather Wild, Erin S. Kenzie, Wayne Wakeland, Deborah Budding, and Connie Lillas

PDF

Hypergraph Analysis of Structure Models, Cliff A. Joslyn, Teresa D. Schmidt, and Martin Zwick

PDF

Joint Lattice of Reconstructability Analysis and Bayesian Network General Graphs, Marcus Harris and Martin Zwick

PDF

Reconstructability Analysis and Its Occam Implementation, Martin Zwick

PDF

Sensitivity Analysis of an Agent-Based Simulation Model Using Reconstructability Analysis, Andey M. Nunes, Martin Zwick, and Wayne Wakeland

PDF

Understanding Transmission and Control of the Pork Tapeworm with CystiAgent: A Spatially Explicit Agent‑Based Model, Ian W. Pray, Wayne Wakeland, William Pan, William E. Lambert, Hector H. Garcia, Armando E. Gonzalez, Seth E. O'Neal, and Cysticercosis Working Group Peru

PDF

Words and Diagrams about Rosenzweig's Star, Martin Zwick

Submissions from 2019

PDF

A Computational Model for Recovery from Traumatic Brain Injury, Wayne Wakeland and Erin S. Kenzie

PDF

A Systems Thinking Approach for Eliciting Mental Models from Visual Boundary Objects in Hydropolitical Contexts: a Case Study from the Pilcomayo River Basin, Riveraine S. Walters, Erin S. Kenzie, Alexander E. Metzger, William Jesse Baltutis, Kakali B. Chakrabarti, Shana Lee Hirsch, and Bethany Laursen

PDF

Diachronics of Redemption: A Systems Theoretic View of Rosenzweig’s Star, Martin Zwick

PDF

Improved Drought Resilience Through Continuous Water Service Monitoring and Specialized Institutions—A Longitudinal Analysis of Water Service Delivery Across Motorized Boreholes in Northern Kenya, Nick Turman-Bryant, Corey L. Nagel, Lauren Stover, Christian Muragijimana, and Evan A. Thomas

PDF

Jewish Mussar and Confucian Self-Cultivation, Martin Zwick

Optimal Energy Resource Mix for the US and China to Meet Emissions Pledges, John G. Anasis, M. A. K. Khalil, Christopher L. Butenhoff, Randall Bluffstone, and George G. Lendaris

PDF

Seasonal Patterns in Risk Factors for Taenia Solium Transmission: a GPS Tracking Study of Pigs and Open Human Defecation in Northern Peru, Ian W. Pray, Claudio Muro, Ricardo Gamboa, Percy Vilchez, Wayne Wakeland, William Pan, William E. Lambert, and multiple additional authors

PDF

System Dynamics to Investigate Opioid Use and Chiropractic Care for Chronic Musculoskeletal Pain, Marion McGregor, Alexandra Nielsen, Chadwick Chung, Mark Fillery, Wayne Wakeland, and Silvano Mior

The Doubly-Bounded Rationality of an Artificial Agent and its Ability to Represent the Bounded Rationality of a Human Decision-Maker in Policy-Relevant Situations, Garry Sotnik

Submissions from 2018

PDF

Beyond Spatial Autocorrelation: A Novel Approach Using Reconstructability Analysis, David Percy and Martin Zwick

PDF

Enhancing Value-Based Healthcare with Reconstructability Analysis: Predicting Cost of Care in Total Hip Replacement, Cecily Corrine Froemke and Martin Zwick

PDF

Exploratory Reconstructability Analysis of Accident TBI Data, Martin Zwick, Nancy Ann Carney, and Rosemary Nettleton

PDF

Ideas and Graphs: the Tetrad of Activity, Martin Zwick

PDF

Introduction to Reconstructability Analysis, Martin Zwick

PDF

Keyword-Based Patent Citation Prediction Via Information Theory, Farshad Madani, Martin Zwick, and Tugrul U. Daim

Opioid-Prescribing Continuity and Risky Opioid Prescriptions, Sara E. Hallvik, Peter Geissert, Wayne Wakeland, Christi Hildebran, Jody Carson, Nicole O'Kane, and Richard A. Deyo

PDF

Preliminary Results of Bayesian Networks and Reconstructability Analysis Applied to the Electric Grid, Marcus Harris and Martin Zwick

PDF

Reconstructability and Dynamics of Elementary Cellular Automata, Martin Zwick

PDF

Reflections on Teaching System Dynamics Modeling to Secondary School Students for over 20 Years, Diana Fisher

PDF

Rosenzweig's Star and Systems Theory, Martin Zwick

PDF

Statistical Analysis of Network Change, Teresa D. Schmidt and Martin Zwick

PDF

Teen Driver System Modeling: a Tool for Policy Analysis, Celestin Missikpode, Corrine Peek-Asa, Daniel V. McGehee, James Torner, Wayne Wakeland, and Robert Wallace

PDF

The Dynamics of Concussion: Mapping Pathophysiology, Persistence, and Recovery with Causal-loop Diagramming, Erin S. Kenzie; Elle L. Parks; Erin D. Bigler; David W, Wright; Miranda M. Lim; James C. Chesnutt; Gregory W.J. Hawryluk; Wayne Gordon; and Wayne Wakeland

Use of Prescription Opioids Before and After an Operation for Chronic Pain (Lumbar Fusion Surgery), Richard A. Deyo, Sara E. Hallvik, Christi Hildebran, Miguel Marino, Nicole O'Kane, Jody Carson, Joshua Van Otterloo, Dagan A. Wright, Lisa M. Millet, and Wayne Wakeland

Submissions from 2017

PDF

An Analysis of the Optimal Mix of Global Energy Resources and the Potential Need for Geoengineering Using the CEAGOM Model, John George Anasis, M. A. K. Khalil, George G. Lendaris, Christopher L. Butenhoff, and Randall Bluffstone

Association of Prescription Drug Monitoring Program Use with Opioid Prescribing and Health Outcomes: a Comparison of Program Users and Non-Users, Richard A. Deyo, Jody Hallvik, Christi Hildebran, Miguel Marino, Rachel Springer, Jessica M. Irvine, Nicole O'Kane, Joshua Van Otterloo, Dagan A. Wright, Gillian Leichtling, Lisa M. Millet, Jody Carson, and Wayne Wakeland

PDF

Concussion As a Multi-Scale Complex System: An Interdisciplinary Synthesis of Current Knowledge, Erin S. Kenzie, Elle L. Parks, Erin D. Bigler, Miranda M. Lim, James C. Chesnutt, and Wayne Wakeland

PDF

Formalizing the Panarchy Adaptive Cycle with the Cusp Catastrophe, Martin Zwick and Joshua Hughes

PDF

Formalizing the Panarchy Adaptive Cycle with the Cusp Catastrophe [Presentation], Martin Zwick and Joshua Hughes

Genuine Progress Indicator 2.0: Pilot Accounts for the US, Maryland, and City of Baltimore 2012-2014, John Talberth and Michael Weisdorf

High-Risk Prescribing and Opioid Overdose: Prospects for Prescription Drug Monitoring Program Based Proactive Alerts, Peter Geissert, Jody Hallvik, Joshua Van Otterloo, Nicole O'Kane, Lindsey Alley, Jody Carson, Gillian Leichtling, Christi Hildebran, Wayne Wakeland, Richard A. Deyo, and Dennis McCarty

PDF

Ideas and Graphs, Martin Zwick

PDF

Mining Data on Traumatic Brain Injury with Reconstructability Analysis, Martin Zwick, Nancy Carney, and Rosemary Nettleton

PDF

Predicting Risk of Adverse Outcomes in Knee Replacement Surgery with Reconstructability Analysis, Cecily Corrine Froemke and Martin Zwick

Restrictive Versus Liberal Red Blood Cell Transfusion Strategy After Hip Surgery: A Decision Model Analysis of Healthcare Costs, Mario V. Fusaro, Nathan D. Nielsen, Alexandra Nielsen, Magali J. Fontaine, John R. Hess, Robert M. Reed, Sylvain DeLisle, and Giora Netzer

Submissions from 2016

Assessing Productive Efficiency and Operating Scale of Community Blood Centers, Alexandra E. Nielsen and Nathan D. Nielsen

PDF

Chiropractic Care in a System Dynamics Model for Minimizing Opioid Abuse for Chronic Non-Malignant Pain Patients, Marion McGregor, Alexandra Nielsen, Chadwick Chung, Mark Fillery, Wayne W. Wakeland, and Silvano Mior

PDF

Dynamics of Prebiotic RNA Reproduction Illuminated by Chemical Game Theory, Jessica Anne Mellor Yeates, Christian Hilbe, Martin Zwick, Martin. A. Nowak, and Niles Lehman

PDF

Exploratory Modeling of TBI Data, Martin Zwick, Stephanie Kolakowsky-Hayner, Sadie Carney, Maya Balamane, Tracie Nettleton, and D. Wright

PDF

Generating Technology Development Paths to the Desired Future Through System Dynamics Modeling and Simulation, Hongyi Chen, Jiang Yu, and Wayne Wakeland

PDF

Mussar (a Short Historical Perspective) and Spinoza, Martin Zwick

PDF

Secondary Analysis of Concussion Data, Martin Zwick, Stephanie Kolakowsky-Hayner, Nancy Carney, Maya Balamane, Tracie Nettleton, and D. Wright

PDF

Using Systems Methods to Create a Dynamic Model of Concussion Recovery, Elle L. Parks, Erin S. Kenzie, and Wayne W. Wakeland

Submissions from 2015

PDF

A Systems Approach to Stress, Stressors and Resilience in Humans, Barry S. Oken, Irina Chamine, and Wayne W. Wakeland

PDF

Constructing a Dynamic Model of Concussion, Erin S. Kenzie, Elle L. Parks, and Wayne W. Wakeland

PDF

Dynamic Model of Nonmedical Opioid Use Trajectories and Potential Policy Interventions, Wayne W. Wakeland, Alexandra Nielsen, and Peter Geissert

PDF

Exploratory Data Modeling of Traumatic Brain Injury, Martin Zwick

PDF

Freedom as a Natural Phenomenon, Martin Zwick

PDF

Gaining Policy Insight with a System Dynamics Model of Pain Medicine Prescribing, Diversion and Abuse, Wayne Wakeland, Alexandra E. Nielsen, and Teresa D. Schmidt

Key Data Gaps Regarding the Public Health Issues Associated with Opioid Analgesics, Teresa Schmidt, J. David Haddox, Alexandra E. Nielsen, Wayne W. Wakeland, and John Fitzgerald

PDF

Mind and Life: Is the Materialist Neo-Darwinian Conception of Nature False?, Martin Zwick

PDF

Prediction -- The Quintessential Policy Model Validation Test, Wayne Wakeland

PDF

The Mechanisms of Information Integration in Experimental Prediction Markets, Richard Jolly, Martin Zwick, Wayne Wakeland, James Woods, and Barry Anderson

Submissions from 2014

PDF

Data Sources Regarding the Nonmedical Use of Pharmaceutical Opioids in the United States, Teresa D. Schmidt, Amanuel Zimam, Alexandra Nielsen, and Wayne Wakeland

PDF

Dynamic Simulation of the Effect of Tamper Resistance on Opioid Misuse Outcomes, Alexandra E. Nielsen and Wayne Wakeland

PDF

Four Decades of Systems Science Teaching and Research in the USA at Portland State University, Wayne Wakeland

PDF

Levels of Altruism, Martin Zwick and Jeffrey Alan Fletcher

PDF

Systems Theory and the Metaphysics of Composition, Martin Zwick

Submissions from 2013

PDF

Daily Temperature Fluctuations Unpredictably Influence Developmental Rate and Morphology at a Critical Early Larval Stage in a Frog, Juliana M. Arrighi, Ezra S. Lencer, Advait Jukar, Daesik Park, Patrick C. Phillips, and Robert H. Kaplan

PDF

Data on the Diversion, Nonmedical Use and Adverse Outcomes Associated with Pharmaceutical Opioids, Amanuel Zimam, Teresa D. Schmidt, Alexandra Nielsen, and Wayne W. Wakeland

PDF

Dynamic Modeling of Nonmedical Opioid Initiation: Epidemic and Access, Alexandra Nielsen, Teresa D. Schmidt, Dennis McCarty, and Wayne W. Wakeland

PDF

Integrating Economics and System Dynamics Approaches for Modeling an Ecological-Economic System, Takuro Uehara, Yoko Nagase, and Wayne Wakeland

PDF

Is the Materialist Neo-Darwinian Conception of Nature False?, Martin Zwick