Evidence mapPaperPMID 41589452Full record

Observational studyActa ophthalmologica2026

Direct and indirect costs associated with declining distance visual acuity: A nationwide longitudinal cost-of-illness study with 11-year follow-up.

Joonas Taipale, Petri Purola, Janika Nättinen, Saku Väätäinen, Seppo Koskinen, Hannu Uusitalo

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Acta ophthalmologica, 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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0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

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

6 authors.

Joonas TaipaleDepartment of Ophthalmology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.ORCID https://orcid.org/0000-0002-4907-8146
Petri PurolaDepartment of Ophthalmology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.ORCID https://orcid.org/0000-0001-5308-8622
Janika NättinenDepartment of Ophthalmology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.ORCID https://orcid.org/0000-0002-7844-079X
Saku VäätäinenESiOR Oy, Kuopio, Finland.ORCID https://orcid.org/0000-0002-7108-0680
Seppo KoskinenDepartment of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland.
Hannu UusitaloDepartment of Ophthalmology, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.ORCID https://orcid.org/0000-0002-8499-8175

Funding

SilmäsäätiöSokeain Ystävät - De Blindas Vänner sr.Suomalainen Lääkäriseura DuodecimTampereen kaupungin tiederahasto
6 · The paper itself

Abstract

purposeTo examine the direct and indirect costs associated with declining distance visual acuity (VA).

methodsA longitudinal approach was applied to a large, nationally representative sample with extensive data, including VA measured at two time points. The data of 3867 eligible participants aged 30 years or older at baseline were linked with national registers to estimate health care utilization from 1999 to 2013. A prevalence-based bottom-up approach was utilized to calculate the direct and indirect costs at the 2019 level. Data were adjusted for age, sex and incident comorbidities using generalized linear modelling (GLM). To estimate the cost-of-illness (COI), observed expenses among individuals whose VA declined during the follow-up were compared to the counterfactual situation where VA had not declined, based on the regression analyses. Both individual and population-level costs were reported.

resultsThe annual total direct health care costs per person were €976 for those with non-declining VA and €1838 for those with declining VA (adjusted to match persons without decline in VA). The adjusted indirect costs were €14 579 and €22 631 for the working age subgroups, respectively. In counterfactual analysis, the annual COI associated with declining VA was estimated at €1166 from direct and €6411 from indirect cost sources. At the population level, the direct costs were €0.3 billion and the indirect costs, calculated for the working-age population, were €0.4 billion annually.

conclusionIn total, 7.6% of the national direct health care costs were attributed to declining VA, highlighting the savings potential if the prevalence of declining VA could be reduced.

Indexed as

Cost of IllnessHealth Care CostsRegistriesVision DisordersVisual AcuityAdultAgedAged, 80 and overFemaleFollow-Up StudiesHumansLongitudinal StudiesMaleMiddle Agedblindnessburden of diseasecost‐of‐illnessdeclining visionhealth expenditurelongitudinal studypopulation‐based studyproductivity lossessocietal costs

Identifiers

PMID41589452
PMCPMC13353656

What Socratic holds

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Registered trials

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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 Socratic graph.