ReviewMilitary Medical Research2023
The applied principles of EEG analysis methods in neuroscience and clinical neurology.
Review in Military Medical Research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07468162 (Analysis of the Characteristic Electroencephalogram of Patients Undergoing Orthopedic Surgery During the Induction of General Anesthesia and the Unconscious State and Recovery Period With Electroencephalogram Monitoring Device), which is not on this map. Cited by 68 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.
Analysis of the Characteristic Electroencephalogram of Patients Undergoing Orthopedic Surgery During the Induction of General Anesthesia and the Unconscious State and Recovery Period With Electroencephalogram Monitoring Device
Who cites it
68 citing papers in PubMed, 1 synthesis or guideline pooled it.
- EEG signatures of motor development in early childhood: a systematic review.Pediatric research · 2026Pooled it
- Neurofeedback for functional neurological disorders: future directions for research and clinical practice.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2026Review
- Artificial Intelligence and Machine Learning in Rheumatology and Systemic Inflammatory Diseases: From Pattern Recognition to Signal Analysis and Clinical Decision Support.Journal of clinical medicine · 2026Review
- Beyond neural oscillations: Stress-related aperiodic activity and aperiodic-oscillatory spectral covariation.iScience · 2026Article
- Electroencephalography-Based Clustering Reveals Robust Neurophysiological Subtypes in Parkinson's Disease.Movement disorders : official journal of the Movement Disorder Society · 2026Article
- Motion Neural Monitoring Based on Flexible Materials: From Signal Acquisition to Training Enhancement.ACS omega · 2026Review
- Physiological Monitoring of Sound-Based Relaxation Using Binaural Audio and Vibroacoustic Stimulation.Sensors (Basel, Switzerland) · 2026Article
- Spatially Masked Regression Reveals Local and Distributed Predictability in Electrophysiological Recordings.ArXiv · 2026Article
- Microstate permutation complexity of EEG signals distinguishes minimally conscious state plus from minimally conscious state minus.Journal of neuroengineering and rehabilitation · 2026Article
- Article
- Depression Detection from Three-Channel Resting-State EEG Using a Hybrid Conv1D and Spectral-Statistical Fusion Model.Sensors (Basel, Switzerland) · 2026Article
- Differentiating adolescents with severe internalizing symptoms using a brief computerized cognitive task: a LASSO regression approach.BMC psychiatry · 2026Article
- Iterative multiblock framework for high frequency EEG based neurological disorder detection.Scientific reports · 2026Article
- Fusing EEG Features Extracted by Microstate Analysis and Empirical Mode Decomposition for Diagnosis of Schizophrenia.Sensors (Basel, Switzerland) · 2026Article
- Characteristics of resting-state EEG after deep brain stimulation in nucleus accumbens and anterior limb of internal capsule: a pilot study.BMC psychiatry · 2026Article
- Electroencephalography in hepatic encephalopathy: diagnostic and prognostic applications across the disease spectrum.Annals of gastroenterology · 2026Review
- A Hybrid Convolutional, Mamba and Spiking Neural Network Architecture Search for Seizure Prediction.Cyborg and bionic systems (Washington, D.C.) · 2026Article
- YOLOBT: a novel ERP bad trial detection network dynamically adjusting based on global signal quality.Frontiers in human neuroscience · 2026Article
- Quantitative electroencephalography as a next-generation tool in neurodiagnostics: significance, clinical applications, and practical interpretative frameworks.Frontiers in neuroscience · 2026Review
- Altered dynamic functional connectivity characteristics in adolescent depression with childhood trauma: a pilot resting-state EEG study.Frontiers in psychology · 2026Article
8 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
Abstract
Electroencephalography (EEG) is a non-invasive measurement method for brain activity. Due to its safety, high resolution, and hypersensitivity to dynamic changes in brain neural signals, EEG has aroused much interest in scientific research and medical fields. This article reviews the types of EEG signals, multiple EEG signal analysis methods, and the application of relevant methods in the neuroscience field and for diagnosing neurological diseases. First, three types of EEG signals, including time-invariant EEG, accurate event-related EEG, and random event-related EEG, are introduced. Second, five main directions for the methods of EEG analysis, including power spectrum analysis, time-frequency analysis, connectivity analysis, source localization methods, and machine learning methods, are described in the main section, along with different sub-methods and effect evaluations for solving the same problem. Finally, the application scenarios of different EEG analysis methods are emphasized, and the advantages and disadvantages of similar methods are distinguished. This article is expected to assist researchers in selecting suitable EEG analysis methods based on their research objectives, provide references for subsequent research, and summarize current issues and prospects for the future.
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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.