Evidence map›Paper›PMID 42072900›Full record

ReviewHealthcare (Basel, Switzerland)2026

Linguistic Markers in At-Risk Mental States Using Natural Language Processing: A Systematic Review.

Yuhan Zhang, Alba Carrió, Julia Sevilla-Llewellyn-Jones, Enrique Gutiérrez, Ana Calvo, Jose-Blas Navarro, Ana Barajas

Abstract readReview
In one paragraph

Review in Healthcare (Basel, Switzerland), 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

7 authors.

Yuhan ZhangDepartment of Clinical and Health Psychology, Autonomous University of Barcelona, 08193 Bellaterra, Spain.ORCID 0009-0003-8760-4949
Alba CarrióDepartment of Clinical and Health Psychology, Autonomous University of Barcelona, 08193 Bellaterra, Spain.ORCID 0009-0007-6532-3862
Julia Sevilla-Llewellyn-JonesInstituto de Psiquiatría y Salud Mental, Instituto de Investigación (IdISSC), Hospital Clínico San Carlos, 28040 Madrid, Spain.ORCID 0000-0002-9582-3389
Enrique GutiérrezDepartment of Applied Mathematics for Information and Communication Technologies, Higher Technical School of Computer Systems Engineering, Polytechnic University of Madrid, 28040 Madrid, Spain.ORCID 0000-0002-0045-7372
Ana CalvoPersonality, Assessment and Clinical Psychology Department, School of Psychology, Universidad Complutense de Madrid, 28040 Madrid, Spain.ORCID 0000-0002-7953-2629
Jose-Blas NavarroDepartment of Psychobiology and Methodology of Health Sciences, Autonomous University of Barcelona, 08193 Bellaterra, Spain.ORCID 0000-0001-5929-4224
Ana BarajasDepartment of Clinical and Health Psychology, Autonomous University of Barcelona, 08193 Bellaterra, Spain.ORCID 0000-0003-1103-9499

Funding

Departament de Recerca i Universitats 2021 SGR 000534European Union's Horizon Europe research and innovation programme 101126533
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceat-risk mental statelinguistic markersnatural language processingpsychosis

Identifiers

PMID42072900
PMCPMC13116803

What OpenQuestion holds

Textmetadata
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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.