Evidence map›Paper›PMID 40258170›Full record

ArticleJMIR formative research2025

Engaging Stakeholders With Professional or Lived Experience to Improve Firearm Violence Lexicon Development.

Nicole Cook, Frances M Biel, Kerry Ann Bet, Marion R Sills, Ali Al Bataineh, Pedro Rivera, Anna R Templeton, Natalie Cartwright

Abstract read
In one paragraph

Article in JMIR formative research, 2025. 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. 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

8 authors.

Nicole CookOCHIN, PO Box 5426, Portland, OR, 97228, United States, 1 9546126511.ORCID 0000-0003-3863-7587
Frances M BielOCHIN, PO Box 5426, Portland, OR, 97228, United States, 1 9546126511.ORCID 0000-0002-9857-8729
Kerry Ann BetOCHIN, PO Box 5426, Portland, OR, 97228, United States, 1 9546126511.ORCID 0009-0009-7788-2447
Marion R SillsOCHIN, PO Box 5426, Portland, OR, 97228, United States, 1 9546126511.ORCID 0000-0003-1322-0822
Ali Al BatainehNorwich University, Northfield, VT, United States.ORCID 0000-0001-9530-7950
Pedro RiveraOCHIN, PO Box 5426, Portland, OR, 97228, United States, 1 9546126511.ORCID 0000-0002-9580-3441
Anna R TempletonOCHIN, PO Box 5426, Portland, OR, 97228, United States, 1 9546126511.ORCID 0000-0001-7994-5952
Natalie CartwrightNorwich University, Northfield, VT, United States.ORCID 0000-0001-8475-6726

Funding

AIM-AHEAD Coordinating Center - All Four CoresOT2OD032581 · OD · UNIVERSITY OF NORTH TEXAS HLTH SCI CTR · PI Paul Avillach, Bettina M. Beech · 2021 to 2026
$168.7M
NIH HHS OT2 OD032581
6 · The paper itself

Abstract

Unlabelled: Framing the public health burden of firearm violence should include people with secondary exposure to firearm violence beyond acute bodily injury, yet such data are limited. Electronic health record clinical notes, when leveraged through natural language processing (NLP), are a potential source of data on firearm exposure. As part of NLP lexicon development, diverse stakeholders were engaged to identify keywords, and our findings demonstrated that engaging diverse stakeholders adds valuable input to NLP development.

Indexed as

FirearmsGun ViolenceNatural Language ProcessingStakeholder ParticipationViolenceWounds, GunshotElectronic Health RecordsHumanselectronic health recordfirearm injuryfirearm violencenatural language processingstakeholder engagement

Identifiers

PMID40258170
PMCPMC12036948

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.