Evidence map›Paper›PMID 42346161›Full record

ArticleEpidemiologia (Basel, Switzerland)2026

Is Excess Mortality Returning to Pre-Pandemic Levels? A Multi-Model Stochastic Approach for COVID-19: The Spanish Case.

Julio Ibáñez-Soriano, Francisco G Morillas-Jurado

Abstract read
In one paragraph

Article in Epidemiologia (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Julio Ibáñez-SorianoDepartamento d'Economia Aplicada, Universitat de València, Avda Tarongers s/n, 46022 Valencia, Spain.
Francisco G Morillas-JuradoDepartamento d'Economia Aplicada, Universitat de València, Avda Tarongers s/n, 46022 Valencia, Spain.ORCID 0000-0002-4204-906X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionThis study quantifies excess mortality in Spain during and after the COVID-19 pandemic and assesses whether mortality levels are returning to pre-pandemic patterns.

methodsExpected mortality was estimated using stochastic forecasting models calibrated on pre-pandemic data (1990-2019) and compared with observed mortality over the period 2020-2023. The analysis relies on a multi-model framework including the Lee-Carter, Cairns-Blake-Dowd, and age-period-cohort models.

resultsThe results show a substantial excess mortality during the pandemic years, with the proportion of ages exhibiting punctual excess mortality increasing from around 65% before the pandemic to approximately 85% during 2020-2022. Excess mortality declined sharply in 2023, when indicators returned to levels comparable to those observed prior to COVID-19, suggesting a transition toward near-normal mortality. The Lee-Carter model showed superior short-term performance in detecting abrupt mortality deviations, while APC and CBD models captured longer-term structural patterns.

conclusionsThese findings highlight the usefulness of multi-model stochastic approaches for monitoring excess mortality and assessing recovery trajectories following major epidemiological shocks.

Indexed as

COVID-19epidemiologyexcess mortalitySpainstochastic mortality modelstime-series forecasting

Identifiers

PMID42346161
PMCPMC13297687

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.