ReviewDiagnostics (Basel, Switzerland)2025
Depression Detection and Diagnosis Based on Electroencephalogram (EEG) Analysis: A Systematic Review.
Review in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 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
22 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Exploring depression in adults over a decade: a review of longitudinal studies.BMC psychiatry · 2025Pooled it
- Co-designing research priorities in developmental neuroscience: A place-based participatory priority-setting study.Developmental cognitive neuroscience · 2026Article
- Analysis of EEG microstate transition patterns and multi-instance learning-based recognition model for depression.Medical & biological engineering & computing · 2026Article
- FSC-BiMamba: A Dual-Branch Bidirectional Mamba Network for Frontal Sparse-Channel EEG Depression Detection.Brain sciences · 2026Article
- FuzzyEn Compared to SampEn for Evaluation of Dynamic Complexity.Entropy (Basel, Switzerland) · 2026Article
- A Comparative Analysis of EWT and EMD Techniques in the Diagnosis of Major Depressive Disorder Using EEG: Asymmetry Features and Explainability via SHAP.Diagnostics (Basel, Switzerland) · 2026Article
- DEP-TFDualNet: A Dual-Domain Attention Framework with Temporal-Frequency Fusion for Depression Recognition Using Three-Channel Frontal EEG.Sensors (Basel, Switzerland) · 2026Article
- Explainable Temporal Deep Learning for EEG-Based Depression Detection Using Resting-State Brain Dynamics.International journal of methods in psychiatric research · 2026Article
- A systematic evaluation of EEG electrode geometry for enhanced signals: an experimental approach.Scientific reports · 2026Article
- Depression Detection from Three-Channel Resting-State EEG Using a Hybrid Conv1D and Spectral-Statistical Fusion Model.Sensors (Basel, Switzerland) · 2026Article
- Distinguishing Early Depression from Negative Emotion via Multi-Domain EEG Feature Fusion and Multi-Head Additive Attention Network.Entropy (Basel, Switzerland) · 2026Article
- CV-EEGNet: A Compact Complex-Valued Convolutional Network for End-to-End EEG-Based Emotion Recognition.Sensors (Basel, Switzerland) · 2026Article
- ASYM: multimodal depression recognition via mamba-enhanced attentive feature fusion.Frontiers in psychiatry · 2026Article
- Beyond classification metrics: a psychometric-aware benchmark for data augmentation in imbalanced student mental health surveys.Frontiers in digital health · 2026Article
- Ethics of brain-computer interface in mental healthcare.Frontiers in human neuroscience · 2026Article
- ACMSD methylation in peripheral blood is associated with dynamic functional connectivity pattern in adolescent MDD patients.Epigenetics · 2025Article
- Cognitively Inspired Federated Learning Framework for Interpretable and Privacy-Secured EEG Biomarker Prediction of Depression Relapse.Bioengineering (Basel, Switzerland) · 2025Article
- Portable electroencephalography in early detection of depression: Progress and future directions.World journal of psychiatry · 2025Review
- Alzheimer's Disease Prediction Using Fisher Mantis Optimization and Hybrid Deep Learning Models.Diagnostics (Basel, Switzerland) · 2025Article
- Explainable Machine Learning in the Prediction of Depression.Diagnostics (Basel, Switzerland) · 2025Article
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 Socratic 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 Socratic graph.