Evidence map›Paper›PMID 41328798›Full record

ArticleEuropean journal of psychotraumatology2025

Can machine learning predict PTSD symptoms from trauma narratives of children and adolescents?

Alessandra Giuliani, Tamsin Sharp, Yeukai Chideya, Richard Meiser-Stedman, Mark Tomlinson, Sarah L Halligan

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In one paragraph

Article in European journal of psychotraumatology, 2025. 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

6 authors.

Alessandra GiulianiDepartment of Psychology, University of Bath, Bath, UK.ORCID 0009-0002-4199-3611
Tamsin SharpDepartment of Psychology, University of Bath, Bath, UK.
Yeukai ChideyaDepartment of Global Health, Institute for Life Course Health Research, Stellenbosch University, Stellenbosch, South Africa.
Richard Meiser-StedmanDepartment of Clinical Psychology & Psychological Therapies, Norwich Medical School, University of East Anglia, Norwich, UK.ORCID 0000-0002-0262-623X
Mark TomlinsonDepartment of Global Health, Institute for Life Course Health Research, Stellenbosch University, Stellenbosch, South Africa.ORCID 0000-0001-5846-3444
Sarah L HalliganDepartment of Psychology, University of Bath, Bath, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Machine LearningMemory, EpisodicNarrationPsychological TraumaStress Disorders, Post-TraumaticAdolescentChildFemaleHumansMaleSouth AfricaUnited KingdomAprendizaje automáticochildren and adolescentsLLMsMachine learningmodelos de lenguaje grandes (LLMs)modelos predictivosnarrativas del traumaniños y adolescentespredictive modelsPTSDTEPTtrauma narratives

Identifiers

PMID41328798
PMCPMC12673981

What Socratic 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 Socratic graph.