Evidence map›Paper›PMID 41079631›Full record

ArticleiScience2025

Harnessing hybrid buses in the near term leads to faster transit decarbonization.

Mahsa Arabi, Tolu Oke, Erin Baker, Jimi Oke

Abstract read
In one paragraph

Article in iScience, 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.

Mahsa ArabiDepartment of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, USA.
Tolu OkeDepartment of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, USA.
Erin BakerDepartment of Mechanical and Industrial Engineering, University of Massachusetts Amherst, Amherst, MA, USA.
Jimi OkeDepartment of Civil and Environmental Engineering, University of Massachusetts Amherst, Amherst, MA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

To achieve net-zero emissions, transit systems will eventually have to transition to fully electric buses. We introduce an integrated decision-making and energy modeling framework to analyze transition strategies from diesel to zero-emitting buses under various budget scenarios. Using a detailed energy model of the buses to predict fuel usage, we then optimally assign types of buses to scheduled trips to minimize diesel consumption and emissions. Applying this framework to the Pioneer Valley Transit Authority network, we find that under realistic budget and infrastructure constraints, an electrification future that allows a mix of electric and hybrid buses reduces emissions more effectively than an all-electric future. Specifically, for a fixed budget, incorporating hybrid buses results in an additional 6% emissions reduction over the 18-year planning horizon compared to an electric-only future. This shows that hybrid buses can speed up the elimination of diesel buses and maximize emissions reduction while mitigating infrastructure and financial constraints. Our framework evaluates different fleet transition futures and provides transit agencies with a data-driven framework to plan investments and meet their decarbonization targets under realistic budgetary and infrastructure constraints.

Indexed as

Applied sciencesElectrical engineeringElectrical system

Identifiers

PMID41079631
PMCPMC12514564

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.