Evidence map›Paper›PMID 39744364›Full record

Observational studyFrontiers in public health2024

Popular but precarious: low helmet use among shared micromobility program riders in San Francisco.

Willow Frye, Lara Chehab, Joshua Feler, Laura Wong, Amy Tan, Benjamin Alpers, Devika Patel, Christiana von Hippel, Amanda Sammann

Abstract readObservational Study
In one paragraph

Observational study in Frontiers in public health, 2024. 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. An exponential increase in e-bike injuries in California.Trauma surgery & acute care open · 2026
    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

9 authors.

Willow FryeDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Lara ChehabDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Joshua FelerDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Laura WongDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Amy TanDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Benjamin AlpersDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Devika PatelDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Christiana von HippelDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.
Amanda SammannDepartment of Surgery, University of California, San Francisco, San Francisco, CA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Shared micromobility programs (SMPs) are integral to urban transport in US cities, providing sustainable transit options. Increased use has raised safety concerns, notably about helmet usage among e-scooter and e-bicycle riders. Prior studies have shown that head and upper extremity injuries have risen with SMP adoption, yet data on helmet use remains sparse. Methods: This cross-sectional observational study evaluated helmet use among 5,365 riders (e-bicycles, conventional bicycles, and e-scooters) in San Francisco during February and March 2019. Observations were made at seven key intersections during peak commute hours on clear days. Results: The majority rode conventional bicycles (77.1%), followed by e-bicycles (19.0%) and e-scooters (3.9%). Most vehicles (82.2%) were personally owned, with the remainder shared via SMPs. Helmet usage was substantially lower among SMP riders, with shared e-scooter users showing the lowest compliance. Specifically, shared e-scooter riders wore helmets 70% less frequently than personal e-scooter riders and 59% less than shared e-bike riders. Dockless e-bike riders used helmets 42% less than those on docked e-bikes. Conclusion: This study exposes significant gaps in helmet usage among SMP riders, highlighting a pressing need for public health interventions and policy adjustments to improve safety and reduce head injury risks. The findings suggest that helmet use is notably deficient among e-scooter and dockless e-bicycle riders, underscoring the urgent need for targeted safety regulations as cities continue to integrate SMPs into their transportation frameworks.

Indexed as

Head Protective DevicesAdultBicyclingCraniocerebral TraumaCross-Sectional StudiesFemaleHumansMaleSan FranciscoTransportationelectric bicycleelectric scooterhead injuryhelmet use behaviorhelmet use lawsmicromobility

Identifiers

PMID39744364
PMCPMC11688328

What OpenQuestion holds

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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.