Back

Enhancing Brain Age Estimation Under Uncertainty: A Spectral-normalized Neural Gaussian Process Approach Utilizing 2.5D Slicing

2025-02-27 radiology and imaging Title + abstract only
View on medRxiv
Show abstract

Brain age gap, the difference between estimated brain age and chronological age via magnetic resonance imaging, has emerged as a pivotal biomarker in the detection of brain abnormalities. While deep learning is accurate in estimating brain age, the absence of uncertainty estimation may pose risks in clinical use. Moreover, current 3D brain age models are intricate, and using 2D slices hinders comprehensive dimensional data integration. Here, we introduced Spectral-normalized Neural Gaussian Proc...

Predicted journal destinations

1
NeuroImage
36 training papers
#1 19.3%
2
Scientific Reports
701 training papers
Top 3% 19.3%
3
Human Brain Mapping
53 training papers
Top 0.2% 16.0%
4
NeuroImage: Clinical
77 training papers
Top 2% 7.0%
5
PLOS ONE
1737 training papers
Top 80% 5.5%
6
Imaging Neuroscience
18 training papers
Top 0.3% 4.2%
7
Brain Communications
79 training papers
Top 6% 2.1%
8
Nature Communications
483 training papers
Top 34% 2.1%
9
Alzheimer's Research & Therapy
31 training papers
Top 3% 1.7%
10
Frontiers in Neuroscience
29 training papers
Top 2% 1.5%
11
Computers in Biology and Medicine
39 training papers
Top 6% 1.3%
12
PLOS Digital Health
88 training papers
Top 13% 1.3%
13
eLife
262 training papers
Top 42% 1.0%
14
npj Digital Medicine
85 training papers
Top 16% 1.0%
15
Scientific Data
30 training papers
Top 3% 1.0%
16
PLOS Computational Biology
141 training papers
Top 13% 0.8%
17
Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring
28 training papers
Top 4% 0.8%
18
Cerebral Cortex
15 training papers
Top 1.0% 0.8%
19
Frontiers in Psychiatry
56 training papers
Top 8% 0.8%
20
Journal of Alzheimer's Disease
31 training papers
Top 5% 0.8%
21
Neurobiology of Aging
29 training papers
Top 7% 0.5%
22
Annals of Neurology
43 training papers
Top 8% 0.5%
23
Brain Sciences
19 training papers
Top 4% 0.5%
24
Brain and Behavior
19 training papers
Top 4% 0.5%