A brief conceptual tutorial of multilevel analysis in social epidemiology: linking the statistical concept of clustering to the idea of contextual phenomenon
Study objective: This didactical essay is directed to readers disposed to approach multilevel
regression analysis (MLRA) in a more conceptual than mathematical way. However, it …
regression analysis (MLRA) in a more conceptual than mathematical way. However, it …
Socioeconomic inequalities and type 2 diabetes complications: a systematic review
S Tatulashvili, G Fagherazzi, C Dow, R Cohen… - Diabetes & …, 2020 - Elsevier
Background and Objectives A socioeconomic gradient related to type 2 diabetes (T2D)
prevalence has been demonstrated in high-income countries. However, there is no …
prevalence has been demonstrated in high-income countries. However, there is no …
Intermediate and advanced topics in multilevel logistic regression analysis
Multilevel data occur frequently in health services, population and public health, and
epidemiologic research. In such research, binary outcomes are common. Multilevel logistic …
epidemiologic research. In such research, binary outcomes are common. Multilevel logistic …
A general and simple method for obtaining R2 from generalized linear mixed‐effects models
S Nakagawa, H Schielzeth - Methods in ecology and evolution, 2013 - Wiley Online Library
The use of both linear and generalized linear mixed‐effects models (LMM s and GLMM s)
has become popular not only in social and medical sciences, but also in biological sciences …
has become popular not only in social and medical sciences, but also in biological sciences …
Fixed effects analysis of repeated measures data
FI Gunasekara, K Richardson, K Carter… - International journal of …, 2014 - academic.oup.com
The analysis of repeated measures or panel data allows control of some of the biases which
plague other observational studies, particularly unmeasured confounding. When this bias is …
plague other observational studies, particularly unmeasured confounding. When this bias is …
A brief conceptual tutorial of multilevel analysis in social epidemiology: using measures of clustering in multilevel logistic regression to investigate contextual …
Study objective: In social epidemiology, it is easy to compute and interpret measures of
variation in multilevel linear regression, but technical difficulties exist in the case of logistic …
variation in multilevel linear regression, but technical difficulties exist in the case of logistic …
Determinants of completing recommended antenatal care utilization in sub-Saharan from 2006 to 2018: evidence from 36 countries using Demographic and Health …
ZT Tessema, AB Teshale, GA Tesema… - BMC pregnancy and …, 2021 - Springer
Background Every day in 2017, approximately 810 women died from preventable causes
related to pregnancy and childbirth, with 99% of these maternal deaths occurring in low and …
related to pregnancy and childbirth, with 99% of these maternal deaths occurring in low and …
Nested by design: model fitting and interpretation in a mixed model era
H Schielzeth, S Nakagawa - Methods in Ecology and Evolution, 2013 - Wiley Online Library
Nested data structures are ubiquitous in the study of ecology and evolution, and such
structures need to be modelled appropriately. Mixed‐effects models offer a powerful …
structures need to be modelled appropriately. Mixed‐effects models offer a powerful …
An original stepwise multilevel logistic regression analysis of discriminatory accuracy: the case of neighbourhoods and health
Background and Aim Many multilevel logistic regression analyses of “neighbourhood and
health” focus on interpreting measures of associations (eg, odds ratio, OR). In contrast …
health” focus on interpreting measures of associations (eg, odds ratio, OR). In contrast …
Socioeconomic inequality in exposure to bullying during adolescence: A comparative, cross-sectional, multilevel study in 35 countries
Objectives. We examined the socioeconomic distribution of adolescent exposure to bullying
internationally and documented the contribution of the macroeconomic environment …
internationally and documented the contribution of the macroeconomic environment …