ArticleEuropean journal of psychotraumatology2025
Using explainable machine learning to investigate the relationship between childhood maltreatment, positive psychological traits, and CPTSD symptoms.
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. Cited by 6 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
6 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Childhood emotional maltreatment and trauma-related outcomes: a systematic review and multilevel meta-analysis.European journal of psychotraumatology · 2026Pooled it
- Post-trauma mental health in children and adolescents: phenomenology, aetiology and treatment.European journal of psychotraumatology · 2026Article
- Does social support always help? Emotion regulation pathways through self-compassion in maltreated adolescents' PTSD and growth.Frontiers in psychiatry · 2026Article
- Interpretability of automated machine learning methods in psychological research: A tutorial with AutoGluon in Python.Behavior research methods · 2025Article
- Psychological mechanism of character strengths and psychological stress affecting the athletic performance in swimmers.Scientific reports · 2025Article
- Artificial Intelligence-Driven Drug Toxicity Prediction: Advances, Challenges, and Future Directions.Toxics · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.