Literature DB >> 33884027

Introducing CASCADEPOP: an open-source sociodemographic simulation platform for us health policy appraisal.

Alan Brennan1, Charlotte Buckley2, Tuong Manh Vu1, Charlotte Probst3, Alexandra Nielsen4, Hao Bai2, Thomas Broomhead5, Thomas Greenfield4, William Kerr4, Petra S Meier6, JüRgen Rehm7, Paul Shuper7, Mark Strong6, Robin C Purshouse2.   

Abstract

Largescale individual-level and agent-based models are gaining importance in health policy appraisal and evaluation. Such models require the accurate depiction of the jurisdiction's population over extended time periods to enable modeling of the development of non-communicable diseases under consideration of historical, sociodemographic developments. We developed CASCADEPOP to provide a readily available sociodemographic micro-synthesis and microsimulation platform for US populations. The micro-synthesis method used iterative proportional fitting to integrate data from the US Census, the American Community Survey, the Panel Study of Income Dynamics, Multiple Cause of Death Files, and several national surveys to produce a synthetic population aged 12 to 80 years on 01/01/1980 for five states (California, Minnesota, New York, Tennessee, and Texas) and the US. Characteristics include individuals' age, sex, race/ethnicity, marital/employment/parental status, education, income and patterns of alcohol use as an exemplar health behavior. The microsimulation simulates individuals' sociodemographic life trajectories over 35 years to 31/12/2015 accounting for population developments including births, deaths, and migration. Results comparing the 1980 micro-synthesis against observed data shows a successful depiction of state and US population characteristics and of drinking. Comparing the microsimulation over 30 years with Census data also showed the successful simulation of sociodemographic developments. The CASCADEPOP platform enables modelling of health behaviors across individuals' life courses and at a population level. As it contains a large number of relevant sociodemographic characteristics it can be further developed by researchers to build US agent-based models and microsimulations to examine health behaviors, interventions, and policies.

Entities:  

Keywords:  AGENT-BASED MODELING; ALCOHOL USE; DEMOGRAPHY; MICROSIMULATION MODELS; PUBLIC HEALTH; SOCIAL SIMULATION; UNITED STATES

Year:  2020        PMID: 33884027      PMCID: PMC8057701          DOI: 10.34196/ijm.00217

Source DB:  PubMed          Journal:  Int J Microsimul        ISSN: 1747-5864


  27 in total

1.  Global burden of disease and injury and economic cost attributable to alcohol use and alcohol-use disorders.

Authors:  Jürgen Rehm; Colin Mathers; Svetlana Popova; Montarat Thavorncharoensap; Yot Teerawattananon; Jayadeep Patra
Journal:  Lancet       Date:  2009-06-27       Impact factor: 79.321

2.  New Estimates of the Mean Ethanol Content of Beer, Wine, and Spirits Sold in the United States Show a Greater Increase in Per Capita Alcohol Consumption than Previous Estimates.

Authors:  Priscilla Martinez; William C Kerr; Meenakshi S Subbaraman; Sarah C M Roberts
Journal:  Alcohol Clin Exp Res       Date:  2019-02-11       Impact factor: 3.455

3.  Understanding the effects of different HIV transmission models in individual-based microsimulation of HIV epidemic dynamics in people who inject drugs.

Authors:  J F G Monteiro; D J Escudero; C Weinreb; T Flanigan; S Galea; S R Friedman; B D L Marshall
Journal:  Epidemiol Infect       Date:  2016-01-12       Impact factor: 2.451

4.  Using Death Certificates to Explore Changes in Alcohol-Related Mortality in the United States, 1999 to 2017.

Authors:  Aaron M White; I-Jen P Castle; Ralph W Hingson; Patricia A Powell
Journal:  Alcohol Clin Exp Res       Date:  2020-01-07       Impact factor: 3.455

5.  Statistical modeling of volume of alcohol exposure for epidemiological studies of population health: the US example.

Authors:  Jürgen Rehm; Tara Kehoe; Gerrit Gmel; Fred Stinson; Bridget Grant; Gerhard Gmel
Journal:  Popul Health Metr       Date:  2010-03-04

6.  Toward inverse generative social science using multi-objective genetic programming.

Authors:  Tuong Manh Vu; Charlotte Probst; Joshua M Epstein; Alan Brennan; Mark Strong; Robin C Purshouse
Journal:  Genet Evol Comput Conf       Date:  2019-07

7.  The Sheffield Alcohol Policy Model - A Mathematical Description.

Authors:  Alan Brennan; Petra Meier; Robin Purshouse; Rachid Rafia; Yang Meng; Daniel Hill-Macmanus; Colin Angus; John Holmes
Journal:  Health Econ       Date:  2014-09-30       Impact factor: 3.046

Review 8.  A systematic review of publications assessing reliability and validity of the Behavioral Risk Factor Surveillance System (BRFSS), 2004-2011.

Authors:  Carol Pierannunzi; Shaohua Sean Hu; Lina Balluz
Journal:  BMC Med Res Methodol       Date:  2013-03-24       Impact factor: 4.615

Review 9.  Prevalence and predictors of adolescent alcohol use and binge drinking in the United States.

Authors:  Megan E Patrick; John E Schulenberg
Journal:  Alcohol Res       Date:  2013

Review 10.  Alcohol use and burden for 195 countries and territories, 1990-2016: a systematic analysis for the Global Burden of Disease Study 2016.

Authors: 
Journal:  Lancet       Date:  2018-08-23       Impact factor: 202.731

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  3 in total

1.  An integrated dual process simulation model of alcohol use behaviours in individuals, with application to US population-level consumption, 1984-2012.

Authors:  Charlotte Buckley; Matt Field; Tuong Manh Vu; Alan Brennan; Thomas K Greenfield; Petra S Meier; Alexandra Nielsen; Charlotte Probst; Paul A Shuper; Robin C Purshouse
Journal:  Addict Behav       Date:  2021-08-22       Impact factor: 3.913

2.  Causality and initiation of alcohol control policy. A response to Allamani.

Authors:  Jürgen Rehm; Robin C Purshouse
Journal:  Drug Alcohol Rev       Date:  2021-08-04

3.  Commentary on Robinson et al. (2021): Evaluating theories of change for public health policies using computer model discovery methods.

Authors:  Robin C Purshouse; Charlotte Buckley; Alan Brennan; John Holmes
Journal:  Addiction       Date:  2021-06-28       Impact factor: 7.256

  3 in total

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