Back

A Global Atlas of Digital Dermatology to Map Innovation and Disparities

2025-12-29 dermatology Title + abstract only
View on medRxiv
Show abstract

The adoption of artificial intelligence in dermatology promises democratized access to healthcare, but model reliability depends on the quality and comprehensiveness of the data fueling these models. Despite rapid growth in publicly available dermatology images, the field lacks quantitative key performance indicators to measure whether new datasets expand clinical coverage or merely replicate what is already known. Here we present SkinMap, a multi-modal framework for the first comprehensive audi...

Predicted journal destinations

1
Scientific Reports
701 training papers
Top 12% 12.1%
2
Nature Communications
483 training papers
Top 7% 12.1%
3
npj Digital Medicine
85 training papers
Top 3% 6.6%
4
Nature Medicine
88 training papers
#1 6.6%
5
PLOS ONE
1737 training papers
Top 71% 6.6%
6
eLife
262 training papers
Top 7% 5.1%
7
PLOS Digital Health
88 training papers
Top 6% 4.3%
8
Computers in Biology and Medicine
39 training papers
Top 3% 2.0%
9
PLOS Medicine
95 training papers
Top 4% 2.0%
10
eClinicalMedicine
55 training papers
Top 0.3% 2.0%
11
Frontiers in Medicine
99 training papers
Top 7% 2.0%
12
European Journal of Human Genetics
25 training papers
Top 4% 1.4%
13
Med
26 training papers
Top 0.2% 1.4%
14
PLOS Computational Biology
141 training papers
Top 9% 1.4%
15
Journal of Medical Internet Research
81 training papers
Top 14% 1.2%
16
Frontiers in Immunology
140 training papers
Top 9% 1.2%
17
Cureus
64 training papers
Top 16% 1.0%
18
Scientific Data
30 training papers
Top 4% 0.7%
19
PLOS Neglected Tropical Diseases
166 training papers
Top 20% 0.7%
20
BMJ Open
553 training papers
Top 67% 0.7%
21
iScience
74 training papers
Top 13% 0.7%
22
Communications Medicine
63 training papers
Top 7% 0.7%
23
JCI Insight
63 training papers
Top 8% 0.7%
24
Proceedings of the National Academy of Sciences
100 training papers
Top 20% 0.7%
25
JAMA Network Open
125 training papers
Top 38% 0.5%