Evidence map›Paper›PMID 40437813›Full record

ArticleJournal of interpersonal violence2026

Digital Technology Prediction of Anger, Aggression, and Violence: Recent Innovations and Methodological Considerations.

Olivia Metcalf, Lauren M Henry, Catharine E Fairbairn, Julianne C Flanagan

Abstract read
In one paragraph

Article in Journal of interpersonal violence, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

4 authors.

Olivia MetcalfCentre for Digital Transformation of Health, University of Melbourne, VIC, Australia.ORCID 0000-0001-9570-8463
Lauren M HenryNational Institute of Mental Health Intramural Research Program, Bethesda, MD, USA.
Catharine E FairbairnUniversity of Illinois Urbana-Champaign, USA.
Julianne C FlanaganMedical University of South Carolina, Charleston, USA.ORCID 0000-0002-4277-232X

Funding

Advancing Couple and Family Alcohol Treatment through Patient-Oriented Research and MentorshipK24AA030825 · NIAAA · MEDICAL UNIVERSITY OF SOUTH CAROLINA · PI JULIANNE Christina Flanagan · 2023 to 2026
$767k
Using Wearable Technology to Develop Biomarker-Driven Intervention for Alcohol-Facilitated Intimate Partner ViolenceR21AA029235 · NIAAA · MEDICAL UNIVERSITY OF SOUTH CAROLINA · PI FLANAGAN, JULIANNE CHRISTINA · 2022 to 2023
$409k
NIAAA NIH HHS K24 AA030825NIAAA NIH HHS R21 AA029235
6 · The paper itself

Abstract

Data derived from smartphone and wearable devices, combined with artificial intelligence/machine learning, have great potential to predict, detect, and respond to emotions and behaviors related to violence, but much remains unknown about the methodology of such an approach. We report on methodological lessons learned from two independent studies (

Indexed as

AggressionAngerDigital TechnologyIntimate Partner ViolenceViolenceWearable Electronic DevicesAdultAustraliaFemaleHumansMaleSmartphoneUnited Statesaggressionangerdigital mental healthethicsinterpersonal violencewearables

Identifiers

PMID40437813
PMCPMC12771392

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.