Evidence map›Paper›PMID 40218675›Full record

ArticleSensors (Basel, Switzerland)2025

Quantifying and Forecasting Emission Reductions in Urban Mobility: An IoT-Driven Bike-Sharing Analysis.

Manuel Uche-Soria, Bernardo Tabuenca, Gonzalo Halcón-Gibert, Yilsy Núñez-Guerrero

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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

4 authors.

Manuel Uche-SoriaDepartment of Engineering Organization, Business Administration and Statistics, Universidad Politécnica de Madrid, 28006 Madrid, Spain.ORCID 0000-0002-0234-0047
Bernardo TabuencaDepartment of Computer Systems, Universidad Politécnica de Madrid, 28031 Madrid, Spain.ORCID 0000-0002-1093-4187
Gonzalo Halcón-GibertDepartment of Engineering Organization, Business Administration and Statistics, Universidad Politécnica de Madrid, 28006 Madrid, Spain.
Yilsy Núñez-GuerreroDepartment of Engineering Organization, Business Administration and Statistics, Universidad Politécnica de Madrid, 28006 Madrid, Spain.ORCID 0000-0001-6060-6440

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The growing urgency to address urban air quality and climate change has intensified the need for sustainable mobility solutions that mitigate vehicular emissions. Bike-sharing systems (BSSs) represent a viable alternative; however, their precise environmental impact remains insufficiently explored. This study quantifies and forecasts reductions in CO

Indexed as

air quality forecastingbike-sharing systemsenvironmental impactgas emissionsIoT sensorsmachine learningurban mobility

Identifiers

PMID40218675
PMCPMC11991179

What OpenQuestion holds

Textmetadata
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.