Literature DB >> 33172839

Complex systems models for causal inference in social epidemiology.

Hiba N Kouser1, Ruby Barnard-Mayers1, Eleanor Murray2.   

Abstract

Systems models, which by design aim to capture multi-level complexity, are a natural choice of tool for bridging the divide between social epidemiology and causal inference. In this commentary, we discuss the potential uses of complex systems models for improving our understanding of quantitative causal effects in social epidemiology. To put systems models in context, we will describe how this approach could be used to optimise the distribution of COVID-19 response resources to minimise social inequalities during and after the pandemic. © Author(s) (or their employer(s)) 2020. No commercial re-use. See rights and permissions. Published by BMJ.

Entities:  

Keywords:  Disease modelling; Epidemiological methods; Epidemiology; Social epidemiology

Year:  2020        PMID: 33172839      PMCID: PMC8849440          DOI: 10.1136/jech-2019-213052

Source DB:  PubMed          Journal:  J Epidemiol Community Health        ISSN: 0143-005X            Impact factor:   3.710


  79 in total

1.  Seeking causal explanations in social epidemiology.

Authors:  J S Kaufman; R S Cooper
Journal:  Am J Epidemiol       Date:  1999-07-15       Impact factor: 4.897

2.  Commentary: Causal inference in epidemiology: potential outcomes, pluralism and peer review.

Authors:  Douglas L Weed
Journal:  Int J Epidemiol       Date:  2016-12-01       Impact factor: 7.196

3.  Auto-G-Computation of Causal Effects on a Network.

Authors:  Eric J Tchetgen Tchetgen; Isabel R Fulcher; Ilya Shpitser
Journal:  J Am Stat Assoc       Date:  2020-10-01       Impact factor: 5.033

4.  Galea and Hernán Respond to "Brings to the Table," "Differential Measurement Error," and "Causal Inference in Social Epidemiology".

Authors:  Sandro Galea; Miguel A Hernán
Journal:  Am J Epidemiol       Date:  2020-03-02       Impact factor: 4.897

5.  On causal inference in the presence of interference.

Authors:  Eric J Tchetgen Tchetgen; Tyler J VanderWeele
Journal:  Stat Methods Med Res       Date:  2010-11-10       Impact factor: 3.021

6.  Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe.

Authors:  Seth Flaxman; Swapnil Mishra; Axel Gandy; H Juliette T Unwin; Thomas A Mellan; Helen Coupland; Charles Whittaker; Harrison Zhu; Tresnia Berah; Jeffrey W Eaton; Mélodie Monod; Azra C Ghani; Christl A Donnelly; Steven Riley; Michaela A C Vollmer; Neil M Ferguson; Lucy C Okell; Samir Bhatt
Journal:  Nature       Date:  2020-06-08       Impact factor: 49.962

7.  Commentary: On Causes, Causal Inference, and Potential Outcomes.

Authors:  Tyler J VanderWeele
Journal:  Int J Epidemiol       Date:  2016-12-01       Impact factor: 9.685

8.  Hospitalization and Mortality among Black Patients and White Patients with Covid-19.

Authors:  Eboni G Price-Haywood; Jeffrey Burton; Daniel Fort; Leonardo Seoane
Journal:  N Engl J Med       Date:  2020-05-27       Impact factor: 91.245

9.  A National Strategy for Ventilator and ICU Resource Allocation During the Coronavirus Disease 2019 Pandemic.

Authors:  Pradeep Ramachandran; Lakshmana Swamy; Viren Kaul; Abhinav Agrawal
Journal:  Chest       Date:  2020-05-12       Impact factor: 9.410

10.  The COVID-19 Pandemic: a Call to Action to Identify and Address Racial and Ethnic Disparities.

Authors:  Cato T Laurencin; Aneesah McClinton
Journal:  J Racial Ethn Health Disparities       Date:  2020-04-18
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  3 in total

1.  Dynamical Modeling as a Tool for Inferring Causation.

Authors:  Sarah F Ackley; Justin Lessler; M Maria Glymour
Journal:  Am J Epidemiol       Date:  2022-01-01       Impact factor: 5.363

2.  Study of the Economic, Environmental, and Social Factors Affecting Chinese Residents' Health Based on Machine Learning.

Authors:  Hui Xu; Wei Pan; Meng Xin; Wulin Pan; Cheng Hu; Dai Wanqiang; Ge Huang
Journal:  Front Public Health       Date:  2022-06-14

Review 3.  The need for a complex systems approach in rural health research.

Authors:  Adam Hulme; Jason Thompson; Andrew Brown; Geoff Argus
Journal:  BMJ Open       Date:  2022-10-03       Impact factor: 3.006

  3 in total

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