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ALT Fig. 3 Population attributable fraction (PAF) of mortality for respiratory viruses, by modelling approach and time period. Forest plot of stratum-specific PAF estimates with 95% confidence intervals for all respiratory viruses combined, influenza A, influenza B, respiratory syncytial virus (RSV), and SARS-CoV-2. For each virus, estimates are shown with and without Fast Fourier Transform (FFT) seasonal adjustment, for the pre-pandemic (Jan. 1993–Feb. 2020) and pandemic (March 2020–February 2025) periods. For SARS-CoV-2, estimates are shown for the combined pandemic period and, as exploratory analyses, for the PHEIC (March 2020–April 2023; n = 38 months) and post-PHEIC (May 2023–February 2025; n = 22 months) sub-periods; primary inference rests on the combined pandemic estimate. Points represent PAF estimates and horizontal lines indicate 95% confidence intervals. FFT, Fast Fourier Transform; PAF, population attributable fraction; PHEIC, Public Health Emergency of International Concern.








































