Evidence map›Paper›PMID 42445720›Full record

ArticleUrban studies (Edinburgh, Scotland)2026

Analyzing teen drivers' exposure to crash risk: An activity space-based approach.

Armita Kar, Fangda Zhang, Krista Wheeler, Harvey J Miller, Jingzhen Yang

Abstract read
In one paragraph

Article in Urban studies (Edinburgh, Scotland), 2026. 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

5 authors.

Armita KarGeorge Mason University, USA.ORCID 0000-0003-3951-9654
Fangda ZhangAbigail Wexner Research Institute at Nationwide Children's Hospital, USA.ORCID 0000-0001-7716-2129
Krista WheelerAbigail Wexner Research Institute at Nationwide Children's Hospital, USA.ORCID 0000-0003-3728-8928
Harvey J MillerAbigail Wexner Research Institute at Nationwide Children's Hospital, USA.ORCID 0000-0001-5480-3421
Jingzhen YangAbigail Wexner Research Institute at Nationwide Children's Hospital, USA.ORCID 0000-0003-4019-0999

Funding

Adoption and Implementation of an Evidence-based Safe Driving Program for High-Risk Teen DriversR01HD100420 · NICHD · RESEARCH INST NATIONWIDE CHILDREN'S HOSP · PI YANG, JINGZHEN GINGER · 2020 to 2024
$3.1M
Intervention to Improve Driving Practices Among High-Risk Teen Drivers - Diversity Supplement ResubmissionR01HD098176 · NICHD · RESEARCH INST NATIONWIDE CHILDREN'S HOSP · PI YANG, JINGZHEN GINGER · 2019 to 2024
$2.7M
NCIPC CDC HHS R49 CE003074NICHD NIH HHS R01 HD098176NICHD NIH HHS R01 HD100420
6 · The paper itself

Abstract

Teen drivers' exposure to crash risk depends on where and how much they drive. Of the few published studies examining driving patterns and crash exposure, none focused on teen drivers, the highest crash risk group of all ages. This study used activity space measures to analyze everyday driving activities, resultant crash exposure, and associated factors for teen drivers aged 16-17. Using driving-related GPS-trajectory data collected from 76 teens for one month, we used a network-based activity space measure to categorize teens into three groups. We estimated each teen's crash exposure by analyzing their travel frequency on specific roads and crash density on those roads for the broader young population. Lastly, we applied a cumulative link mixed model to assess the influence of demographic, road, and urban-social environmental characteristics on crash exposure and their variations across three driving activity-based teen groups. Our findings revealed that the geographic extent of teens' everyday driving, measured through their activity space, varied extensively, resulting in varying crash exposure levels among them. The results suggested that teens' exposure to crashes was associated with both the extent of their driving activity space and the road and urban environments in which they drive. Teens, who mostly drove within smaller geographic spaces experienced greater crash exposure while driving on primary roads and in poor neighborhoods compared to those driving extensively but mostly on highways. These findings have implications for urban planning and policymaking, identifying urban environments, particularly those crash-prone for teen drivers, and informing strategies to mitigate crash risks.

Indexed as

driving activityGPS trajectoriesindividual-level crash exposureteen driversurban environmentvehicle telematics data

Identifiers

PMID42445720
PMCPMC13364165

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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 OpenQuestion graph.