OOIR: Observatory of International Research

Papers

(The TQCC of Frontiers in Neuroinformatics is 9. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-08-01 to 2026-08-01.)

Article	Citations
Editorial: Innovative methods for sleep staging using neuroinformatics	101
The quest to share data	60
Intra-V1 functional networks and classification of observed stimuli	58
Epileptic brain imaging by source localization CLARA supported by ictal-based semiology and VEEG in resource-limited settings	56
hvEEGNet: a novel deep learning model for high-fidelity EEG reconstruction	47
Chronic jet lag-like conditions dysregulate molecular profiles of neurological disorders in nucleus accumbens and prefrontal cortex	46
A multi-head self-attention deep learning approach for detection and recommendation of neuromagnetic high frequency oscillations in epilepsy	45
versaFlow: a versatile pipeline for resolution adapted diffusion MRI processing and its application to studying the variability of the PRIME-DE database	39
Systems Neuroscience Computing in Python (SyNCoPy): a python package for large-scale analysis of electrophysiological data	35
Editorial: Neuroinformatics of large-scale brain modelling	34
A standardized accelerometry method for characterizing tremor: Application and validation in an ageing population with postural and action tremor	33
State-dependent modulation of thalamocortical oscillations by gamma light flicker with different frequencies, intensities, and duty cycles	32
Detection of pulmonary embolism severity using clinical characteristics, hematological indices, and machine learning techniques	30
A computational model of Alzheimer's disease at the nano, micro, and macroscales	30
Predicting the clinical prognosis of acute ischemic stroke using machine learning: an application of radiomic biomarkers on non-contrast CT after intravascular interventional treatment	30
Explainable 3D vision transformer framework for detecting brain anomalies in neuropsychiatric subtypes of Parkinson's disease	28
Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression	25
Unsupervised method for representation transfer from one brain to another	25
Correction: Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression	24
Erratum: Mapping and validating a point neuron model on Intel's neuromorphic hardware Loihi	24
Web-based processing of physiological noise in fMRI: addition of the PhysIO toolbox to CBRAIN	24
Finding the limits of deep learning clinical sensitivity with fractional anisotropy (FA) microstructure maps	23
Tracking axon initial segment plasticity using high-density microelectrode arrays: A computational study	23
A neuronal imaging dataset for deep learning in the reconstruction of single-neuron axons	21
Multiple sclerosis and breast cancer risk: a meta-analysis of observational and Mendelian randomization studies	21

QuNex—An integrative platform for reproducible neuroimaging analytics	20
Multi-threshold image segmentation for melanoma based on Kapur’s entropy using enhanced ant colony optimization	20
Online interoperable resources for building hippocampal neuron models via the Hippocampus Hub	19
NeuroBridge ontology: computable provenance metadata to give the long tail of neuroimaging data a FAIR chance for secondary use	19
Light-weight neural network for intra-voxel structure analysis	19
BitBrain and Sparse Binary Coincidence (SBC) memories: Fast, robust learning and inference for neuromorphic architectures	19
Evaluating machine learning pipelines for multimodal neuroimaging in small cohorts: an ALS case study	18
Editorial: Neuroscience, computing, performance, and benchmarks: Why it matters to neuroscience how fast we can compute	17
A review of risk concepts and models for predicting the risk of primary stroke	17
Alternative patterns of deep brain stimulation in neurologic and neuropsychiatric disorders	17
Radiomics-driven neuro-fuzzy framework for rule generation to enhance explainability in MRI-based brain tumor segmentation	17
Erratum: Advancing prediction of risk of intraoperative massive blood transfusion in liver transplantation with machine learning models. A multicenter retrospective study	16
Correction: A Physics Informed Neural Network (PINN) framework for fractional order modeling of Alzheimer's disease	16
Machine learning-based infection prediction model for newly diagnosed multiple myeloma patients	16
A scalable implementation of the recursive least-squares algorithm for training spiking neural networks	16
Project, toolkit, and database of neuroinformatics ecosystem: A summary of previous studies on “Frontiers in Neuroinformatics”	16
Corrigendum: Mapping and validating a point neuron model on intel's neuromorphic hardware Loihi	16
Editorial: Multimodal brain data integration and computational modeling	16
Automatic coarse-to-fine AC-PC localization on CT using registration-guided 3D-UNets	15
Super-resolution microscopy and deep learning methods: what can they bring to neuroscience: from neuron to 3D spine segmentation	15
SynSpine: an automated workflow for the generation of longitudinal spinal cord synthetic MRI data	14
Multi-omics integration reveals a six-malignant cell maker gene signature for predicting prognosis in high-risk neuroblastoma	14
Recognition of MI-EEG signals using extended-LSR-based inductive transfer learning	14
Editorial: Addressing large scale computing challenges in neuroscience: current advances and future directions	14
Machine learning reveals interhemispheric somatosensory coherence as indicator of anesthetic depth	13
2.5D and 3D segmentation of brain metastases with deep learning on multinational MRI data	13
A systematic comparison of deep learning methods for EEG time series analysis	13
Discovering optimal features for neuron-type identification from extracellular recordings	13
Long-range temporal correlations in resting state alpha oscillations in major depressive disorder and obsessive-compulsive disorder	13
Feature Selection Techniques for a Machine Learning Model to Detect Autonomic Dysreflexia	12
Translating single-neuron axonal reconstructions into meso-scale connectivity statistics in the mouse somatosensory thalamus	12
Synthesis of diffusion-weighted MRI scalar maps from FLAIR volumes using generative adversarial networks	12
Reliability and diagnostic performance of an automated MRI-based classifier compared with radiologists in Alzheimer’s disease	12
The Multicentre Acute ischemic stroke imaGIng and Clinical data (MAGIC) repository: rationale and blueprint	12
BrainInsights: a comprehensive framework for pre-processing, analysis, and interpretation of neuroimaging data using traditional statistics and machine learning	12
SDA: a data-driven algorithm that detects functional states applied to the EEG of Guhyasamaja meditation	11
Power spectral analysis of voltage-gated channels in neurons	11
Brain-Computer Interface using neural network and temporal-spectral features	11
Editorial: Weakly supervised deep learning-based methods for brain image analysis	11
Contrastive self-supervised learning for neurodegenerative disorder classification	11
STEPS 4.0: Fast and memory-efficient molecular simulations of neurons at the nanoscale	11
Investigating cortical complexity and connectivity in rats with schizophrenia	10
Dynamic topological data analysis: a novel fractal dimension-based testing framework with application to brain signals	10
Brain structural alterations in young girls with Rett syndrome: A voxel-based morphometry and tract-based spatial statistics study	10
Neuroimaging article reexecution and reproduction assessment system	10
Enhanced heart sound anomaly detection via WCOS: a semi-supervised framework integrating wavelet, autoencoder and SVM	10
Events in context—The HED framework for the study of brain, experience and behavior	10
Editorial: Reproducible analysis in neuroscience	10
PyDapsys: an open-source library for accessing electrophysiology data recorded with DAPSYS	10
EPAT: a user-friendly MATLAB toolbox for EEG/ERP data processing and analysis	9

Patterns of inflammation, microstructural alterations, and sodium accumulation define multiple sclerosis subtypes after 15 years from onset	9
Can micro-expressions be used as a biomarker for autism spectrum disorder?	9
Editorial: Physical neuromorphic computing and its industrial applications	9
Editorial: Navigating the landscape of FAIR data sharing and reuse: repositories, standards, and resources	9
Multiscale co-simulation design pattern for neuroscience applications	9
Building a realistic, scalable memory model with independent engrams using a homeostatic mechanism	9
Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks	9
Identifying discriminative features of brain network for prediction of Alzheimer’s disease using graph theory and machine learning	9