Evidence map›Paper›PMID 42703625›Full record

ArticleEuropean journal of psychotraumatology2026

Predicting longitudinal post-traumatic stress disorder symptoms using psychological measures and heart rate variability: a machine-learning approach.

Mariana Xavier, Izabela Mocaiber, Orlando Fernandes, Liana Catarina Lima Portugal, Arthur Viana Machado, Eliane Volchan, William Berger, Débora Christina Muchaluat-Saade, Isabel Antunes David, Raquel Menezes Gonçalves and 4 more

Abstract read
In one paragraph

Article in European journal of psychotraumatology, 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

14 authors.

Mariana XavierLaboratory of Cognitive Psychophysiology, Department of Natural Sciences, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0009-0009-3202-6188
Izabela MocaiberLaboratory of Cognitive Psychophysiology, Department of Natural Sciences, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0002-7332-1273
Orlando FernandesLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0002-8665-6021
Liana Catarina Lima PortugalNeurophysiology Laboratory, Department of Physiological Sciences, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil.ORCID 0000-0001-5086-5721
Arthur Viana MachadoLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0001-8824-1615
Eliane VolchanLaboratory of Neurobiology, Instituto de Biofísica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.ORCID 0000-0001-7788-7322
William BergerDepartment of Psychiatry and Legal Medicine, Institute of Psychiatry, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.ORCID 0000-0001-7656-4548
Débora Christina Muchaluat-SaadeMídiacom Lab, Institute of Computing, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0002-1233-9736
Isabel Antunes DavidLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0003-3894-8043
Raquel Menezes GonçalvesLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0003-0006-4568
Camila Monteiro Fabricio GamaLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0003-4435-3177
Rita De Cássia Soares AlvesDepartment of Psychology, Pontifical Catholic University of Rio de Janeiro, Rio de Janeiro, Brazil.ORCID 0000-0002-1958-4291
Letícia OliveiraLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0002-8450-2264
Mirtes Garcia PereiraLaboratory of Neurophysiology of Behavior, Department of Physiology and Pharmacology, Universidade Federal Fluminense, Rio de Janeiro, Brazil.ORCID 0000-0003-4682-223X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Heart RateMachine LearningStress Disorders, Post-TraumaticAdultCross-Sectional StudiesFemaleHumansLongitudinal StudiesMalePredictive Learning ModelsPsychometricsYoung Adultafecto negativoaprendizaje automáticochildhood maltreatmentinmovilidad tónicalongitudinal predictionmachine learningmaltrato infantilnegative affectPosttraumatic stress disorderpredicción longitudinaltonic immobilityTrastorno de estrés postraumático

Identifiers

PMID42703625
PMCPMC13552285

What OpenQuestion holds

Textmetadata
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.