Comparing the Influence of Heterogeneity on Model Outcomes in Individual-Level and Cohort Simulations: An Exploratory Simulation Study

Patient heterogeneity can affect the outcomes of individual and cohort simulations differently, but reflecting more heterogeneity does not necessarily increase differences in simulation outcomes. However, age-dependent mortality affected analytic outcomes differently, suggesting a need for caution when developing cohort models if age is heterogeneous.

Authors

Institutions

Publication Details

Journal
PharmacoEconomics
Published
2025-10-15
DOI
https://doi.org/10.1007/s40273-025-01547-3
Citations
1
Primary Topic
demographic modeling and climate adaptation
Type
article
Field-Weighted Citation Impact
2.11

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Comparing the Influence of Heterogeneity on Model Outcomes in Individual-Level and Cohort Simulations: An Exploratory Simulation Study

Tim M. Govers, Hendrik Koffijberg, Evelien B. van Well
1 citations
PharmacoEconomics
demographic modeling and climate adaptation
2.11
article

Comparing the Influence of Heterogeneity on Model Outcomes in Individual-Level and Cohort Simulations: An Exploratory Simulation Study

Tim M. Govers, Hendrik Koffijberg, Evelien B. van Well
article en
1 citations

Abstract

Patient heterogeneity can affect the outcomes of individual and cohort simulations differently, but reflecting more heterogeneity does not necessarily increase differences in simulation outcomes. However, age-dependent mortality affected analytic outcomes differently, suggesting a need for caution when developing cohort models if age is heterogeneous.

PharmacoEconomicsVol. 44(4)
Radboud University Nijmegen (NL), Radboud University Medical Center (NL), Radboud Institute for Molecular Life Sciences (NL), University of Twente (NL)
Radboud Universitair Medisch Centrum
Openalex Percentile: Top 10%
demographic modeling and climate adaptation
2.11
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Comparing the Influence of Heterogeneity on Model Outcomes in Individual-Level and Cohort Simulations: An Exploratory Simulation Study — Tim M. Govers, Hendrik Koffijberg, et al. · PharmacoEconomics (2025) | TGRS Research Map | TGRS