Aphasic Naming & Lesion-Symptom Mapping in Large Language Models

PythonPyTorchHugging Face TransformersLLaVAMechanistic interpretabilityLesion-symptom mappingLarge language modelsAphasic naming

Clinical Trial Data Infrastructure & Standards

RREDCapREDCapRdataquieRadmiralmetacoremetatoolsxportrrenvggplot2Clinical trial data managementREDCap database designData quality monitoringMultisite trialsCDISCSDTMADaMClinical data standardsReproducible pipelines

Brain-Age Estimation and Brain Age Gap

PythonMATLABBashFSLFreeSurferscikit-learnComputational biomarker developmentMachine learningPredictive modelingFeature extractionBrain age gapHealthy agingMRI

Graph Neural Networks

PythonPyTorchConnectome modelingDGLGNNPost-stroke aphasiarfMRIDTI-MRINeurobehavioral networksAI

Hearing Loss & Cognitive Decline

PythonMATLABbrain-age modelsSPMFSLBiomedical image analysisFeature extractionMachine learningMultimodal data integrationWhite matter integrityCognitionDTI-MRI

Translational Computational Psychiatry and Treatment-Response Biomarkers (Yale School of Medicine)

MATLABBashPythonFreesurferFSLConnectome modelingTranslational researchFeature extractionComputational biomarker developmentBiomedical image analysisPredictive modeling

Computational Neuroimaging of Post-Stroke Aphasia and Recovery

MATLABRSPMMRIcroGL12Post-stroke aphasiaLesion-symptom mapping

EEG-Based Brain Signal Analysis & Neural Dynamics

MATLABBashPsychtoolboxEEGLABPower spectral analysisPhase synchrony analysisEEGCognitionMusic PerceptionWorking Memory