Evidence map›Paper›PMID 42516806›Full record

ArticleTrauma surgery & acute care open2026

Using geographic information systems to identify Stop the Bleed training locations.

Anna E Garcia Whitlock, Daniela Schmulevich, Elinore J Kaufman, Justin S Hatchimonji, Karina M Hiroshige, Mark J Seamon, Daniel N Holena, John J Gallagher, Patrick M Reilly, Jeremy W Cannon and 1 more

Abstract read
In one paragraph

Article in Trauma surgery & acute care open, 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

11 authors.

Anna E Garcia WhitlockDivision of Traumatology, Surgical Critical Care & Emergency Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID https://orcid.org/0000-0003-2980-9885
Daniela SchmulevichCleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, Ohio, USA.
Elinore J KaufmanDivision of Traumatology, Surgical Critical Care & Emergency Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID https://orcid.org/0000-0001-7550-0024
Justin S HatchimonjiSection of Trauma and Acute Care Surgery, Department of Surgery, University of Chicago, Chicago, Illinois, USA.ORCID https://orcid.org/0000-0001-6497-3272
Karina M HiroshigeDivision of Traumatology, Surgical Critical Care & Emergency Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID https://orcid.org/0009-0009-3214-3675
Mark J SeamonDivision of Traumatology, Surgical Critical Care & Emergency Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Daniel N HolenaMedical University of South Carolina, Charleston, South Carolina, USA.ORCID https://orcid.org/0000-0003-3424-5754
John J GallagherFrances Payne Bolton School of Nursing, Case Western Reserve University, Cleveland, Ohio, USA.
Patrick M ReillyDivision of Traumatology, Surgical Critical Care & Emergency Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Jeremy W CannonDivision of Traumatology, Surgical Critical Care & Emergency Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA.ORCID https://orcid.org/0000-0002-2969-9316
Shariq S RazaTrauma Surgery & Surgical Critical Care, Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: The Stop the Bleed (STB) Campaign seeks to minimize preventable deaths from hemorrhage by educating community members on how to respond to life-threatening bleeding. A persistent challenge is connecting the training to individuals most at risk of witnessing a bleeding event. We hypothesize that geographic information system (GIS) software can identify STB training locations in at-risk communities and that trained individuals will be willing to respond to a bleeding event. Methods: Publicly available shooting locations in a large urban city with a high violent crime rate were assessed for spatial clustering using ArcGIS to map "hot spots." Community training locations were colocalized on this map to identify sites in areas more likely to experience a violent event. Of eight high-risk sites identified, two were receptive to hosting a STB course, and one was chosen. Skills, knowledge, and attitudes were assessed precourse and postcourse. Knowledge, attitudes, and real-world tourniquet use were also evaluated at 1-month and 12-months. Results: 15 community members were trained at one community center within an area with a high violent crime rate. As expected, skills improved significantly from precourse to postcourse as did knowledge. Knowledge remained improved at 1-month and 12-months compared with pre-course. Attitudes toward responding to life-threatening bleeding were more positive after the training and remained more positive at follow-up. None of the participants applied a tourniquet within 12-months of the STB course. Conclusions: GIS software can identify STB training sites within high-risk communities with a receptive audience as evidenced by durable knowledge retention and favorable attitudes toward controlling hemorrhage. Future efforts should seek to identify barriers to community training site participation in STB and to further leverage GIS software to identify and train individuals most likely to be present at a life-threatening bleeding event. Level of evidence: Prognostic and Epidemiological, Level III.

Indexed as

geographic information systemshemorrhagePublic Healthviolence

Identifiers

PMID42516806
PMCPMC13405053

What OpenQuestion holds

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LicenceCC BY-NC
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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.