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. Author manuscript; available in PMC: 2023 Aug 6.
Published in final edited form as: Eur J Clin Invest. 2023 Apr 24;53(8):e14008. doi: 10.1111/eci.14008

Table 2.

Problems with variables selected for modeling all-cause mortality

Variables considered in the
WHO model for all-cause
mortality (see ref. 1 for
details/definitions)
Ecological
variable
Substantial
measurement
error
Different in
those with
versus
without data
Different
error in
those with
versus
without data
High income country Yes No Yes No
COVID-19 test positivity rate Yes No Yes Yes
COVID-19 death rate Yes No Yes Yes
Temperature Yes No Yes No
Population density Yes No Possibly No
Sociodemographic index Yes Yes Yes Yes
Human development index Yes Yes Yes Yes
Stringency Yes Yes Possibly Yes
Economic measures Yes Yes Yes Yes
Containment Yes Yes Possibly Yes
2019 non-communicable disease rate Yes Yes Yes Yes
2019 cardiovascular disease rate Yes Yes Yes Yes
2019 HIV rate Yes Yes Yes Yes
Diabetes prevalence Yes Yes Yes Yes
Life expectancy Yes No Yes No
Proportion population <15 y Yes No Yes No
Proportion population >65 y Yes No Yes No