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An Innovative Time Series Approach to Dynamic Population Modeling for Tobacco Harm Reduction Assessment Cover

An Innovative Time Series Approach to Dynamic Population Modeling for Tobacco Harm Reduction Assessment

Open Access
|Oct 2026

Figures & Tables

Table 1.

Description of representative trajectories.

AgeNever smoker/Never EVP userSmoker/Never EVP userFormer smoker/Never EVP userNever smoker/EVP userSmoker/EVP userFormer smoker/EVP userNever smoker/Former EVP userSmoker/Former EVP userFormer smoker/Former EVP user
18–20NVR; NVRNVR; NVRNVR; NVRNVR; NVRNVR; NVRNVR; NVRNVR; NVRNVR; NVRNVR; NVR
21–30NVR; NVRCUR; NVRCUR; NVRNVR; CURCUR; NVRCUR; NVRNVR; CURCUR; NVRCUR; NVR
31–40NVR; NVRCUR; NVRCUR; NVRNVR; CURCUR; CURCUR; CURNVR; CURCUR; CURCUR; CUR
41–50NVR; NVRCUR; NVRFMR;NVRNVR; CURCUR; CURFMR; CURNVR; FMRCUR; FMRFMR; FMR

[i] Abbreviations used: NVR = never; CUR = current; FMR = former

Figure 1.

Observed and projected US adult smoking and vaping prevalence, 2016–2044.

Figure 2.

Cumulative difference of mortality rate using different approaches (US market).

Table 2.

Sensitivity analysis of cumulative premature death differences between the baseline scenario and alternative scenarios across varying Excess Relative Risk (ERR) values by 2040.

ERR5%10%20%50%
Cumulative difference of tobacco-related premature deaths (million)0.850.790.680.36

[i] Note: Values represent the estimated reduction in cumulative difference of tobacco-related premature deaths compared to the Baseline Scenario (exclusive cigarette use) under different ERRs.

Table 3.

Sensitivity analysis of estimated reduction in relative risk of smoking-attributable diseases under an alternative scenario with EVP Availability in 2040.

DiseaseRE = 0.05RE = 0.1RE = 0.2RE = 0.25RE = 0.5
Lung cancer23.1%21.4%18.0%16.3%7.7%
IHD13.7%12.6%10.3%9.2%3.5%
Stroke8.3%7.7%6.4%5.8%2.6%

[i] Note: Values represent the estimated percentage reduction in relative risk compared to the Baseline Scenario (exclusive cigarette use) under different RE assumptions for EVP use.

DOI: https://doi.org/10.2478/cttr-2026-0014 | Journal eISSN: 2719-9509 (formerly 1612-9237)
Language: English, French, German
Page range: 197 - 205
Submitted on: Apr 1, 2026
Accepted on: Jun 15, 2026
Published on: Oct 25, 2026
Published by: Beiträge zur Tabakforschung GmbH
In partnership with: Paradigm Publishing Services

© 2026 Thomas Verron, Mengran Guo, Libby Clarke, Thomas Nahde, Xavier Cahours, published by Beiträge zur Tabakforschung GmbH
This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License.