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Cluster analysis of time evolution (CAT) for quantitative susceptibility mapping (QSM) and quantitative blood oxygen level‐dependent magnitude (qBOLD)‐based oxygen extraction fraction (OEF) and cerebral metabolic rate of oxygen (CMRO2) mapping

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Susceptibility mapping as a means to visualize veins and quantify oxygen saturation
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Clinical quantitative susceptibility mapping (QSM): Biometal imaging and its emerging roles in patient care
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Cerebral oxygen extraction fraction and cerebral venous blood volume measurements using MRI: Effects of magnetic field variation
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Cerebral venous and arterial blood volumes can be estimated separately in humans using magnetic resonance imaging
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Direct monitoring of coronary artery motion with cardiac fat navigator echoes
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Water proton MR properties of human blood at 1.5 Tesla: Magnetic susceptibility, T 1 , T 2 , T , and non‐Lorentzian signal behavior
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Theory of NMR signal behavior in magnetically inhomogeneous tissues: The static dephasing regime
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3D MR angiography of pulmonary arteries using realtime navigator gating and magnetization preparation
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A general kinetic model for quantitative perfusion imaging with arterial spin labeling
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Quantitative BOLD: Mapping of human cerebral deoxygenated blood volume and oxygen extraction fraction: Default state
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Continuous flow‐driven inversion for arterial spin labeling using pulsed radio frequency and gradient fields
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Quantitative susceptibility map reconstruction from MR phase data using bayesian regularization: Validation and application to brain imaging
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QUantitative Imaging of eXtraction of oxygen and TIssue consumption (QUIXOTIC) using venular‐targeted velocity‐selective spin labeling
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Phase‐based regional oxygen metabolism (PROM) using MRI
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Quantitative oxygenation venography from MRI phase
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Flow compensated quantitative susceptibility mapping for venous oxygenation imaging
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Algorithm for fast monoexponential fitting based on Auto‐Regression on Linear Operations (ARLO) of data
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Recommended implementation of arterial spin‐labeled perfusion MRI for clinical applications: A consensus of the ISMRM perfusion study group and the European consortium for ASL in dementia
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Properties of a 2D fat navigator for prospective image domain correction of nodding motion in brain MRI
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Investigating white matter perfusion using optimal sampling strategy arterial spin labeling at 7 Tesla
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Quantitative susceptibility mapping (QSM): Decoding MRI data for a tissue magnetic biomarker
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Quantitative susceptibility mapping (QSM) of white matter multiple sclerosis lesions: Interpreting positive susceptibility and the presence of iron
inferredcites →https://doi.org/10.1002/mrm.25463openalex-snapshot
Quantitative mapping of cerebral metabolic rate of oxygen (CMRO2) using quantitative susceptibility mapping (QSM)
inferredcites →https://doi.org/10.1002/mrm.25610openalex-snapshot
Separation of cellular and BOLD contributions to T2* signal relaxation
inferredcites →https://doi.org/10.1002/mrm.26253openalex-snapshot
Cerebral metabolic rate of oxygen (CMRO 2 ) mapping with hyperventilation challenge using quantitative susceptibility mapping (QSM)
inferredcites →https://doi.org/10.1002/mrm.26657openalex-snapshot
Quantitative susceptibility mapping‐based cerebral metabolic rate of oxygen mapping with minimum local variance
inferredcites →https://doi.org/10.1002/mrm.26946openalex-snapshot
MEDI+0: Morphology enabled dipole inversion with automatic uniform cerebrospinal fluid zero reference for quantitative susceptibility mapping
inferredcites →https://doi.org/10.1002/mrm.27135openalex-snapshot
Cerebral metabolic rate of oxygen (CMRO2) mapping by combining quantitative susceptibility mapping (QSM) and quantitative blood oxygenation level‐dependent imaging (qBOLD)
inferredcites →https://doi.org/10.1002/nbm.1670openalex-snapshot
A novel background field removal method for MRI using projection onto dipole fields (PDF)
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Blood oxygenation level‐dependent (BOLD)‐based techniques for the quantification of brain hemodynamic and metabolic properties – theoretical models and experimental approaches
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A review of calibrated blood oxygenation level‐dependent (BOLD) methods for the measurement of task‐induced changes in brain oxygen metabolism
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Susceptibility‐based time‐resolved whole‐organ and regional tissue oximetry
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Theory of FID NMR Signal Dephasing Induced by Mesoscopic Magnetic Field Inhomogeneities in Biological Systems
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Dynamical Cluster Analysis of Cortical fMRI Activation
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On the limited memory BFGS method for large scale optimization
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Arterial fraction of cerebral blood volume in humans measured by positron emission tomography
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Cluster Analysis
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Time-Resolved MRI Oximetry for Quantifying CMRO2 and Vascular Reactivity
inferredcites →https://doi.org/10.1016/j.mri.2010.06.011openalex-snapshot
Unambiguous identification of superparamagnetic iron oxide particles through quantitative susceptibility mapping of the nonlinear response to magnetic fields
inferredcites →https://doi.org/10.1016/j.neuroimage.2006.04.233openalex-snapshot
Cluster-based analysis of FMRI data
inferredcites →https://doi.org/10.1016/j.neuroimage.2011.08.082openalex-snapshot
Morphology enabled dipole inversion for quantitative susceptibility mapping using structural consistency between the magnitude image and the susceptibility map
inferredcites →https://doi.org/10.1016/j.neuroimage.2011.12.017openalex-snapshot
Quantitative measurement of cerebral physiology using respiratory-calibrated MRI
inferredcites →https://doi.org/10.1016/j.neuroimage.2011.12.056openalex-snapshot
Magnetic resonance imaging of resting OEF and CMRO2 using a generalized calibration model for hypercapnia and hyperoxia
inferredcites →https://doi.org/10.1016/j.neuroimage.2012.02.022openalex-snapshot
Calibrated fMRI
inferredcites →https://doi.org/10.1016/j.neuroimage.2012.12.050openalex-snapshot
Magnetic susceptibility anisotropy: Cylindrical symmetry from macroscopically ordered anisotropic molecules and accuracy of MRI measurements using few orientations
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An analysis of the use of hyperoxia for measuring venous cerebral blood volume: Comparison of the existing method with a new analysis approach
inferredcites →https://doi.org/10.1016/j.neuroimage.2013.06.008openalex-snapshot
Measurement of OEF and absolute CMRO2: MRI-based methods using interleaved and combined hypercapnia and hyperoxia
inferredcites →https://doi.org/10.1016/j.neuroimage.2016.11.057openalex-snapshot
A streamlined acquisition for mapping baseline brain oxygenation using quantitative BOLD
inferredcites →https://doi.org/10.1016/j.neuroimage.2018.02.027openalex-snapshot
MRI techniques to measure arterial and venous cerebral blood volume
inferredcites →https://doi.org/10.1016/j.neuroimage.2018.03.043openalex-snapshot
Interleaved quantitative BOLD: Combining extravascular R2ʹ - and intravascular R2-measurements for estimation of deoxygenated blood volume and hemoglobin oxygen saturation
inferredcites →https://doi.org/10.1016/j.patrec.2009.09.011openalex-snapshot
Data clustering: 50 years beyond K-means
inferredcites →https://doi.org/10.1016/j.zemedi.2014.03.009openalex-snapshot
Non-invasive multiparametric qBOLD approach for robust mapping of the oxygen extraction fraction
inferredcites →https://doi.org/10.1016/s1053-8119(02)91132-8openalex-snapshot
Improved Optimization for the Robust and Accurate Linear Registration and Motion Correction of Brain Images
inferredcites →https://doi.org/10.1016/s1361-8415(01)00036-6openalex-snapshot
A global optimisation method for robust affine registration of brain images
inferredcites →https://doi.org/10.1016/s1474-4422(09)70043-2openalex-snapshot
Virtual hypoxia and chronic necrosis of demyelinated axons in multiple sclerosis
inferredcites →https://doi.org/10.1038/bmt.2013.77openalex-snapshot
Hematology: basic principles and practice
inferredcites →https://doi.org/10.1038/jcbfm.1985.27openalex-snapshot
Regional Cerebral Blood Volume and Hematocrit Measured in Normal Human Volunteers by Single-Photon Emission Computed Tomography
inferredcites →https://doi.org/10.1038/jcbfm.1991.143openalex-snapshot
Cerebral Oxygen Metabolism after Aneurysmal Subarachnoid Hemorrhage
inferredcites →https://doi.org/10.1038/jcbfm.2010.49openalex-snapshot
MRI Estimation of Global Brain Oxygen Consumption Rate
inferredcites →https://doi.org/10.1038/sj.jcbfm.9600076openalex-snapshot
Changes in the Arterial Fraction of Human Cerebral Blood Volume during Hypercapnia and Hypocapnia Measured by Positron Emission Tomography
inferredcites →https://doi.org/10.1063/1.3067348openalex-snapshot
International Geophysics
inferredcites →https://doi.org/10.1073/pnas.0606298103openalex-snapshot
Hypoxia facilitates Alzheimer's disease pathogenesis by up-regulating BACE1 gene expression
inferredcites →https://doi.org/10.1073/pnas.81.17.5417openalex-snapshot
Magnetic susceptibility of oxy- and carbonmonoxyhemoglobins.
inferredcites →https://doi.org/10.1073/pnas.98.2.676openalex-snapshot
A default mode of brain function
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Bayes Factors
inferredcites →https://doi.org/10.1093/brain/awf047openalex-snapshot
Variability of cerebral blood volume and oxygen extraction: stages of cerebral haemodynamic impairment revisited
inferredcites →https://doi.org/10.1093/brain/aws079openalex-snapshot
Elevated T2-values in MRI of stroke patients shortly after symptom onset do not predict irreversible tissue infarction
inferredcites →https://doi.org/10.1097/rli.0000000000000043openalex-snapshot
Evaluation of Iron Content in Human Cerebral Cavernous Malformation Using Quantitative Susceptibility Mapping
inferredcites →https://doi.org/10.1109/42.906424openalex-snapshot
Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm
inferredcites →https://doi.org/10.1109/tit.1982.1056489openalex-snapshot
Least squares quantization in PCM
inferredcites →https://doi.org/10.1109/tsp.2006.881199openalex-snapshot
$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation
inferredcites →https://doi.org/10.1137/0916069openalex-snapshot
A Limited Memory Algorithm for Bound Constrained Optimization
inferredcites →https://doi.org/10.1137/1034115openalex-snapshot
Analysis of Discrete Ill-Posed Problems by Means of the L-Curve
inferredcites →https://doi.org/10.1148/radiol.13130353openalex-snapshot
Quantitative Susceptibility Mapping of Multiple Sclerosis Lesions at Various Ages
inferredcites →https://doi.org/10.1148/radiol.2016161422openalex-snapshot
MR Imaging–derived Oxygen Metabolism and Neovascularization Characterization for Grading and IDH Gene Mutation Detection of Gliomas
inferredcites →https://doi.org/10.1161/01.str.30.4.800openalex-snapshot
Cerebral Blood Volume in Acute Brain Infarction
inferredcites →https://doi.org/10.1161/strokeaha.112.663716openalex-snapshot
Cerebrovascular Reserve and Stroke Risk in Patients With Carotid Stenosis or Occlusion
inferredcites →https://doi.org/10.1177/0271678x15606713openalex-snapshot
Oxygen extraction fraction measurement using quantitative susceptibility mapping: Comparison with positron emission tomography
inferredcites →https://doi.org/10.1177/0271678x16643090openalex-snapshot
MRI-based methods for quantification of the cerebral metabolic rate of oxygen
inferredcites →https://doi.org/10.1371/journal.pone.0081093openalex-snapshot
In Vivo Quantitative Susceptibility Mapping (QSM) in Alzheimer's Disease
inferredcites →https://doi.org/10.3174/ajnr.a3668openalex-snapshot
Oxygen Extraction Fraction and Stroke Risk in Patients with Carotid Stenosis or Occlusion: A Systematic Review and Meta-Analysis
inferredcites →https://doi.org/10.3174/ajnr.a4260openalex-snapshot
Usefulness of Quantitative Susceptibility Mapping for the Diagnosis of Parkinson Disease
inferredcites →https://doi.org/10.7326/0003-4819-115-3-238_2openalex-snapshot
Hematology: Basic Principles and Practice

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4190247openalex-extracted
The Clinical Applications of Oxygen Extraction Fraction (OEF) Metrics: A Systematic Review
inferred← citeshttps://doi.org/10.1002/mp.17173openalex-snapshot
Unveiling metabolic patterns in dementia: Insights from high‐resolution quantitative blood‐oxygenation‐level‐dependent MRI
inferred← citeshttps://doi.org/10.1002/mrm.28390openalex-snapshot
Quantification of brain oxygen extraction fraction using QSM and a hyperoxic challenge
inferred← citeshttps://doi.org/10.1002/mrm.28447openalex-snapshot
Cerebral oxygen extraction fraction: Comparison of dual‐gas challenge calibrated BOLD with CBF and challenge‐free gradient echo QSM+qBOLD
inferred← citeshttps://doi.org/10.1002/mrm.28814openalex-snapshot
Multiecho complex total field inversion method (mcTFI) for improved signal modeling in quantitative susceptibility mapping
inferred← citeshttps://doi.org/10.1002/mrm.28875openalex-snapshot
Temporal clustering, tissue composition, and total variation for mapping oxygen extraction fraction using QSM and quantitative BOLD
inferred← citeshttps://doi.org/10.1002/mrm.28893openalex-snapshot
Quantitative susceptibility mapping of carotid arterial tissue ex vivo: Assessing sensitivity to vessel microstructural composition
inferred← citeshttps://doi.org/10.1002/mrm.29057openalex-snapshot
QQ‐NET – using deep learning to solve quantitative susceptibility mapping and quantitative blood oxygen level dependent magnitude (QSM+qBOLD or QQ) based oxygen extraction fraction (OEF) mapping
inferred← citeshttps://doi.org/10.1002/mrm.29272openalex-snapshot
Cerebral oxygen extraction fraction MRI : Techniques and applications
inferred← citeshttps://doi.org/10.1002/mrm.29300openalex-snapshot
T2‐oximetry– based cerebral venous oxygenation mapping using Fourier‐transform –based velocity‐selective pulse trains
inferred← citeshttps://doi.org/10.1002/mrm.30165openalex-snapshot
Quantitative BOLD ( qBOLD ) imaging of oxygen metabolism and blood oxygenation in the human body: A scoping review
inferred← citeshttps://doi.org/10.1002/mrm.70242openalex-snapshot
Reproducibility of QQ ( QSM + qBOLD ) Oxygen Extraction Fraction ( OEF ) Mapping in the Brain at 3 and 1. 5 T
inferred← citeshttps://doi.org/10.1002/mrm.70524openalex-snapshot
A Generalized Approach to Solving Deep Learning‐Based Quantitative Susceptibility Mapping and Quantitative Blood Oxygen Level Dependent Magnitude ( QSM + qBOLD or QQ ) for Oxygen Extraction Fraction ( OEF ) Mapping Across Diverse Acquisition Schemes
inferred← citeshttps://doi.org/10.1002/nbm.70120openalex-snapshot
Comparison of Brain Oxygen Metabolic Parameters Between Constrained qBOLD and Whole‐Brain Oximetric Methods at Baseline and in Response to a Physiologic Stimulus
inferred← citeshttps://doi.org/10.1007/s00330-022-08713-7openalex-snapshot
Oxygen extraction fraction (OEF) assesses cerebral oxygen metabolism of deep gray matter in patients with pre-eclampsia
inferred← citeshttps://doi.org/10.1007/s00330-023-10283-1openalex-snapshot
Spatiotemporal patterns of brain iron-oxygen metabolism in patients with Parkinson’s disease
inferred← citeshttps://doi.org/10.1007/s10072-024-07463-2openalex-snapshot
The changes of oxygen extraction fraction in different types of lesions in relapsing–remitting multiple sclerosis: A cross-sectional and longitudinal study
inferred← citeshttps://doi.org/10.1007/s43657-022-00081-yopenalex-snapshot
Measurement of Cerebral Oxygen Extraction Fraction Using Quantitative BOLD Approach: A Review
inferred← citeshttps://doi.org/10.1016/b978-0-323-95739-7.00027-7openalex-snapshot
Quantitative susceptibility mapping in multiple sclerosis
inferred← citeshttps://doi.org/10.1016/j.clinimag.2023.02.001openalex-snapshot
Cerebral oxygen extraction fraction declines with ventricular enlargement in patients with normal pressure hydrocephalus
inferred← citeshttps://doi.org/10.1016/j.ejrad.2022.110502openalex-snapshot
Using quantitative MRI to study the association of isocitrate dehydrogenase (IDH) status with oxygen metabolism and cellular structure changes in glioma
inferred← citeshttps://doi.org/10.1016/j.mri.2026.110763openalex-snapshot
MRI-based oxygen extraction fraction mapping using qBOLD, QSM, and hybrid QSM–qBOLD methods: Methodological advances, validation, and clinical applications
inferred← citeshttps://doi.org/10.1016/j.neuroimage.2023.120189openalex-snapshot
Cerebral oxygen metabolism from MRI susceptibility
inferred← citeshttps://doi.org/10.1016/j.neuroimage.2025.121241openalex-snapshot
Potential separation of multiple system atrophy and Parkinson’s disease by susceptibility-derived components
inferred← citeshttps://doi.org/10.1016/j.neuroimage.2026.121967openalex-snapshot
Age dependence of brain oxygen metabolism in adults assessed by 3D constrained quantitative BOLD MRI
inferred← citeshttps://doi.org/10.1038/s41598-026-36435-zopenalex-snapshot
Elevated cerebral oxygen extraction fraction in Parkinson’s disease correlates with motor impairment severity
inferred← citeshttps://doi.org/10.1093/brain/awae383openalex-snapshot
Oxygen extraction fraction in small vessel disease: relationship to disease burden and progression
inferred← citeshttps://doi.org/10.1109/raics66191.2025.11332586openalex-snapshot
Tracking Age-Related Brain Changes With AI-Enhanced Clustering Across qBOLD Regimes
inferred← citeshttps://doi.org/10.1111/jon.12990openalex-snapshot
Brain oxygen extraction and neural tissue susceptibility are associated with cognitive impairment in older individuals
inferred← citeshttps://doi.org/10.1136/lupus-2025-001522openalex-snapshot
Evaluation of MRI-based brain oxygen extraction fraction mapping in patients with systemic lupus erythematosus
inferred← citeshttps://doi.org/10.1155/2022/4554271openalex-snapshot
Review of the Research Progress of Human Brain Oxygen Extraction Fraction by Magnetic Resonance Imaging
inferred← citeshttps://doi.org/10.1177/0271678x20973951openalex-snapshot
Cerebral oxygen extraction fraction (OEF): Comparison of challenge-free gradient echo QSM+qBOLD (QQ) with 15 O PET in healthy adults
inferred← citeshttps://doi.org/10.1177/0271678x211048031openalex-snapshot
Brain oxygen extraction fraction mapping in patients with multiple sclerosis
inferred← citeshttps://doi.org/10.1177/0271678x231220332openalex-snapshot
Validation of a new 3D quantitative BOLD based cerebral oxygen extraction mapping
inferred← citeshttps://doi.org/10.1177/0271678x241276386openalex-snapshot
Oxygen extraction fraction change in M1-M6 brain regions of patients with unilateral or bilateral middle cerebral artery occlusion
inferred← citeshttps://doi.org/10.1177/0271678x241298584openalex-snapshot
Sensitivity assessment of QSM+qBOLD (or QQ) in detecting elevated oxygen extraction fraction (OEF) in physiological change
inferred← citeshttps://doi.org/10.1177/0271678x251333940openalex-snapshot
Oxygen extraction fraction changes in ischemic tissue from 24–72 hours to 12 months after successful reperfusion
inferred← citeshttps://doi.org/10.1177/0271678x261417193openalex-snapshot
Quantitative susceptibility mapping of the brain is associated with inflammatory changes in Alzheimer’s disease related areas
inferred← citeshttps://doi.org/10.1177/0271678x261418928openalex-snapshot
Remyelination and its association with increased oxygen extraction fraction in acute multiple sclerosis lesions
inferred← citeshttps://doi.org/10.14801/jkiit.2020.18.10.15openalex-snapshot
OEF Calculation Method through Cluster-based Classification and Matching of QQ Model on Brain MRI Images
inferred← citeshttps://doi.org/10.14801/jkiit.2022.20.5.1openalex-snapshot
OEF Calculation Algorithm using Generalized QQ Model Clustering through Brain MRI Signal Decay Modeling
inferred← citeshttps://doi.org/10.14801/jkiit.2023.21.6.35openalex-snapshot
DNN-based Oxygen Extraction Fraction Prediction Method for QQ Model of Brain MRI
inferred← citeshttps://doi.org/10.14801/jkiit.2024.22.10.105openalex-snapshot
QQ-based OEF Prediction Method on Brain MRI using Multi-Channel DenseNet
inferred← citeshttps://doi.org/10.14801/jkiit.2024.22.6.143openalex-snapshot
Prediction of Oxygen Extraction Fraction based on LSTM Deep Learning Model using Brain MRI
inferred← citeshttps://doi.org/10.14801/jkiit.2024.22.7.131openalex-snapshot
Method for Improving QQ-based Oxygen Extraction Fraction Estimation Accuracy through GRU Model
inferred← citeshttps://doi.org/10.14801/jkiit.2025.23.10.125openalex-snapshot
Improving QQ Model Prediction Accuracy through Custom Model Design
inferred← citeshttps://doi.org/10.14801/jkiit.2025.23.6.143openalex-snapshot
Oxygen Extraction Fraction Prediction Method on Brain MRI using 3D CNN Model
inferred← citeshttps://doi.org/10.14801/jkiit.2026.24.3.137openalex-snapshot
LSTM-based Prediction of QQ Model Parameters and OEF Estimation via Brain MRI Signal Decay Modeling
inferred← citeshttps://doi.org/10.21037/atm-20-1939openalex-snapshot
Brain imaging biomarkers of carotid artery disease
inferred← citeshttps://doi.org/10.3174/ajnr.a9165openalex-snapshot
Longitudinal Evolution of Cerebral Metabolic Rate of Oxygen in Patients with Successfully Reperfused Ischemic Stroke
inferred← citeshttps://doi.org/10.3348/kjr.2022.0652openalex-snapshot
Assessing Cerebral Oxygen Metabolism Changes in Patients With Preeclampsia Using Voxel-Based Morphometry of Oxygen Extraction Fraction Maps in Magnetic Resonance Imaging
inferred← citeshttps://doi.org/10.3389/fnins.2020.535441openalex-snapshot
Initial Experience of Challenge-Free MRI-Based Oxygen Extraction Fraction Mapping of Ischemic Stroke at Various Stages: Comparison With Perfusion and Diffusion Mapping
inferred← citeshttps://doi.org/10.3389/fnins.2021.716031openalex-snapshot
The Spatiotemporal Evolution of MRI-Derived Oxygen Extraction Fraction and Perfusion in Ischemic Stroke
inferred← citeshttps://doi.org/10.3389/fnins.2021.736891openalex-snapshot
Application of Cluster Analysis of Time Evolution for Magnetic Resonance Imaging -Derived Oxygen Extraction Fraction Mapping: A Promising Strategy for the Genetic Profile Prediction and Grading of Glioma
inferred← citeshttps://doi.org/10.3389/fnins.2026.1754415openalex-snapshot
Oxygen extraction fraction is differentially associated with pathological biomarkers in Alzheimer’s disease and non-Alzheimer’s dementias
inferred← citeshttps://doi.org/10.3390/app11219928openalex-snapshot
Artificial Neural Network-Derived Cerebral Metabolic Rate of Oxygen for Differentiating Glioblastoma and Brain Metastasis in MRI: A Feasibility Study
inferred← citeshttps://doi.org/10.3390/bioengineering11020131openalex-snapshot
Multi-Echo Complex Quantitative Susceptibility Mapping and Quantitative Blood Oxygen Level-Dependent Magnitude (mcQSM + qBOLD or mcQQ) for Oxygen Extraction Fraction (OEF) Mapping
inferred← citeshttps://doi.org/10.3390/cancers15174298openalex-snapshot
Evaluating Physiological MRI Parameters in Patients with Brain Metastases Undergoing Stereotactic Radiosurgery—A Preliminary Analysis and Case Report
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