Evidence map›Paper›PMID 41231751›Full record

ArticlePloS one2025

The potential of bicycle commuting to reduce carbon emissions in Finland.

Emilia Suomalainen, Marko Tainio

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Emilia SuomalainenFinnish Environment Institute, Helsinki, Finland.ORCID https://orcid.org/0000-0002-6339-2932
Marko TainioFinnish Environment Institute, Helsinki, Finland.ORCID https://orcid.org/0000-0002-0973-2342

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

There is an increasing amount of evidence that cycling is an effective way to decarbonise everyday mobility. The potential of cycling is however less well understood in cold climates, where seasonal weather conditions are seen as a major obstacle. This work explores the potential of cycling to substitute for car use on commute trips in Finland. A binary logistic regression model is first built based on national travel survey data to describe cycling behaviour on home-work trips according to trip distance, hilliness, temperature, snow cover, gender of the cyclist, car availability, and city region. This model is then used to quantify cycling uptake scenarios and estimate cycled mileage, replaced car travel, and climate emission reductions. E-bike scenarios are also explored. The results indicate that it would be possible to set ambitious targets for cycling uptake, even doubling the mileage cycled, leading to non-negligible emission reductions.

Indexed as

BicyclingCarbonTransportationFemaleFinlandHumansMaleCarbon

Identifiers

PMID41231751
PMCPMC12614520

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.