| 2023 | Fully automated radiomics-based machine learning models for multiclass classification of single brain tumors: Glioblastoma, lymphoma, and metastasis | JOURNAL OF NEURORADIOLOGY |
| 2023 | Viscoelastic Property of the Brain Assessed With Magnetic Resonance Elastography and Its Association With Glymphatic System in Neurologically Normal Individuals
| KOREAN JOURNAL OF RADIOLOGY |
| 2023 | Associations of Particulate Matter Exposures With Brain Gray Matter Thickness and White Matter Hyperintensities: Effect Modification by Low-Grade Chronic Inflammation
| JOURNAL OF KOREAN MEDICAL SCIENCE |
| 2023 | Revisiting prognostic factors in glioma with leptomeningeal metastases: a comprehensive analysis of clinical and molecular factors and treatment modalities
| JOURNAL OF NEURO-ONCOLOGY |
| 2023 | Development and Testing of a Machine Learning Model Using 18F-Fluorodeoxyglucose PET/CT-Derived Metabolic Parameters to Classify Human Papillomavirus Status in Oropharyngeal Squamous Carcinoma
| KOREAN JOURNAL OF RADIOLOGY |
| 2023 | Alzheimer’s disease-like cortical atrophy mediates the effect of air pollution on global cognitive function
| ENVIRONMENT INTERNATIONAL |
| 2022 | Federated learning enables big data for rare cancer boundary detection
| NATURE COMMUNICATIONS |
| 2022 | Adding radiomics to the 2021 WHO updates may improve prognostic prediction for current IDH-wildtype histological lower-grade gliomas with known EGFR amplification and TERT promoter mutation status | EUROPEAN RADIOLOGY |
| 2022 | Development and Validation of MRI-Based Radiomics Models for Diagnosing Juvenile Myoclonic Epilepsy
| KOREAN JOURNAL OF RADIOLOGY |
| 2022 | Associations between altered functional connectivity of attentional networks and sleep quality among firefighters | NEUROSCIENCE LETTERS |
| 2022 | Quality reporting of radiomics analysis in pituitary adenomas: promoting clinical translation | BRITISH JOURNAL OF RADIOLOGY |
| 2022 | Three-dimensional fractal dimension and lacunarity features may noninvasively predict TERT promoter mutation status in grade 2 meningiomas
| PLOS ONE |
| 2022 | A Radiomics-Based Model with the Potential to Differentiate Growth Hormone Deficiency and Idiopathic Short Stature on Sella MRI
| YONSEI MEDICAL JOURNAL |
| 2022 | Salvage multiple burr hole surgery in patients with Moyamoya disease: efficacy evaluation using probabilistic independent component analysis of dynamic susceptibility contrast perfusion MRI | NEURORADIOLOGY |
| 2022 | Sex as a prognostic factor in adult-type diffuse gliomas: an intergrated clinical and molecular analysis according to the 2021 WHO classification | JOURNAL OF NEURO-ONCOLOGY |
| 2022 | An interpretable radiomics model to select patients for radiotherapy after surgery for WHO grade 2 meningiomas
| RADIATION ONCOLOGY |
| 2022 | Changes in intrinsic functional brain connectivity related to occupational stress of firefighters | PSYCHIATRY RESEARCH |
| 2022 | Clinical factors and conventional MRI may independently predict progression-free survival and overall survival in adult pilocytic astrocytomas | NEURORADIOLOGY |
| 2022 | A fully automatic multiparametric radiomics model for differentiation of adult pilocytic astrocytomas from high-grade gliomas | EUROPEAN RADIOLOGY |
| 2022 | Reduced brain subcortical volumes in patients with glaucoma: a pilot neuroimaging study using the region-of-interest-based approach
| BMC NEUROLOGY |
| 2022 | Exploring the contextual factors of episodic memory: dissociating distinct social, behavioral, and intentional episodic encoding from spatio-temporal contexts based on medial temporal lobe-cortical networks
| Korean Journal of Cognitive Science(인지과학) |
| 2022 | An interpretable radiomics model for the diagnosis of panic disorder with or without agoraphobia using magnetic resonance imaging | JOURNAL OF AFFECTIVE DISORDERS |
| 2022 | The stress-vulnerability model on the path to schizophrenia: Interaction between BDNF methylation and schizotypy on the resting-state brain network
| SCHIZOPHRENIA |
| 2022 | Cycle-consistent adversarial networks improves generalizability of radiomics model in grading meningiomas on external validation
| SCIENTIFIC REPORTS |
| 2022 | The effect of polycyclic aromatic hydrocarbons on changes in the brain structure of firefighters: An analysis using data from the Firefighters Research on Enhancement of Safety & Health study | SCIENCE OF THE TOTAL ENVIRONMENT |
| 2022 | Body CT and PET/CT detection of extracranial lymphoma in patients with newly diagnosed central nervous system lymphoma
| NEURO-ONCOLOGY |
| 2022 | High-Resolution Intracranial Vessel Wall MRI Findings Among Different Middle Cerebral Artery Territory Infarction Types
| KOREAN JOURNAL OF RADIOLOGY |
| 2022 | Clinical and diffusion parameters may noninvasively predict TERT promoter mutation status in grade II meningiomas | JOURNAL OF NEURORADIOLOGY |
| 2022 | Dual-Energy Computed Tomography Quantification of Extravasated Iodine and Hemorrhagic Transformation after Thrombectomy
| JOURNAL OF STROKE |
| 2022 | Quality of Radiomics Research on Brain Metastasis: A Roadmap to Promote Clinical Translation
| KOREAN JOURNAL OF RADIOLOGY |
| 2021 | Radiomics and Deep Learning in Brain Metastases: Current Trends and Roadmap to Future Applications
| Investigative Magnetic Resonance Imaging |
| 2021 | Altered thalamic gray matter volume in firefighters with heavy alcohol use | DRUG AND ALCOHOL DEPENDENCE |
| 2021 | Radiomics-based prediction of multiple gene alteration incorporating mutual genetic information in glioblastoma and grade 4 astrocytoma, IDH-mutant
| JOURNAL OF NEURO-ONCOLOGY |
| 2021 | Regional Gray Matter Volume Related to High Occupational Stress in Firefighters
| JOURNAL OF KOREAN MEDICAL SCIENCE |
| 2021 | A Deep Learning Model with High Standalone Performance for Diagnosis of Unruptured Intracranial Aneurysm
| YONSEI MEDICAL JOURNAL |
| 2021 | Magnetic Resonance Imaging-Visible Perivascular Spaces in the Basal Ganglia Are Associated With the Diabetic Retinopathy Stage and Cognitive Decline in Patients With Type 2 Diabetes
| FRONTIERS IN AGING NEUROSCIENCE |
| 2021 | Dynamic contrast-enhanced MRI may be helpful to predict response and prognosis after bevacizumab treatment in patients with recurrent high-grade glioma: comparison with diffusion tensor and dynamic susceptibility contrast imaging | NEURORADIOLOGY |
| 2021 | Deep Learning-Based Software Improves Clinicians' Detection Sensitivity of Aneurysms on Brain TOF-MRA | AMERICAN JOURNAL OF NEURORADIOLOGY |
| 2021 | Efficacy and Cerebrospinal Fluid Rhinorrhea after Cabergoline Treatment in Patients with Bioactive Macroprolactinoma
| CANCERS |
| 2021 | A diagnostic tree for differentiation of adult pilocytic astrocytomas from high-grade gliomas | EUROPEAN JOURNAL OF RADIOLOGY |
| 2021 | Cohort profile: the Environmental-Pollution-Induced Neurological EFfects (EPINEF) study: a multicenter cohort study of Korean adults
| EPIDEMIOLOGY AND HEALTH |
| 2021 | Robust performance of deep learning for automatic detection and segmentation of brain metastases using three-dimensional black-blood and three-dimensional gradient echo imaging | EUROPEAN RADIOLOGY |
| 2021 | An interpretable multiparametric radiomics model for the diagnosis of schizophrenia using magnetic resonance imaging of the corpus callosum | TRANSLATIONAL PSYCHIATRY |
| 2021 | Preoperative MRI Evaluation of Thyroid Cartilage Invasion in Patients with Laryngohypopharyngeal Cancer: Comparison of Contrast-Enhanced 2D Spin-Echo and 3D T1-Weighted Radial Gradient Recalled-Echo Techniques | AMERICAN JOURNAL OF NEURORADIOLOGY |
| 2021 | Magnetic Resonance Imaging Parameters for Noninvasive Prediction of Epidermal Growth Factor Receptor Amplification in Isocitrate Dehydrogenase-Wild-Type Lower-Grade Gliomas: A Multicenter Study | NEUROSURGERY |
| 2021 | Identification of magnetic resonance imaging features for the prediction of molecular profiles of newly diagnosed glioblastoma | JOURNAL OF NEURO-ONCOLOGY |
| 2021 | Radiomics machine learning study with a small sample size: Single random training-test set split may lead to unreliable results
| PLOS ONE |
| 2021 | Cortical Thickness from MRI to Predict Conversion from Mild Cognitive Impairment to Dementia in Parkinson Disease: A Machine Learning-based Model | RADIOLOGY |
| 2021 | The effect of body fatness on regional brain imaging markers and cognitive function in healthy elderly mediated by impaired glucose metabolism | JOURNAL OF PSYCHIATRIC RESEARCH |
| 2021 | Radiomics With Ensemble Machine Learning Predicts Dopamine Agonist Response in Patients With Prolactinoma | JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM |
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