Back
Top 0.1%
22.4%
Top 0.3%
17.8%
Top 2%
7.9%
Top 1%
6.5%
Top 45%
6.0%
Top 2%
6.0%
Top 2%
6.0%
Top 4%
5.1%
Top 89%
3.2%
Top 3%
2.0%
Top 4%
1.6%
Top 43%
1.6%
Top 13%
1.5%
Top 5%
1.2%
Top 12%
1.0%
Top 63%
1.0%
Top 8%
1.0%
Top 7%
0.7%
Top 3%
0.7%
Top 4%
0.7%
Multi-Model Clinical Validation of an AI-Powered Biomarker Analysis Framework: A Cross-Vendor Benchmark on 4,018 NHANES Patients
2026-02-17
health informatics
Title + abstract only
View on medRxiv
Show abstract
BackgroundLarge language models (LLMs) show promise for clinical decision support, yet most validation studies evaluate single models, leaving questions about generalizability and vendor dependence unanswered. We assessed whether a standardized biomarker analysis framework maintains clinical-grade accuracy across multiple LLMs from independent providers. MethodsWe developed a structured prompt-based framework for detecting eight clinical patterns (insulin resistance, diabetes, cardiovascular di...
Predicted journal destinations
1
npj Digital Medicine
85 training papers
2
Journal of the American Medical Informatics Association
53 training papers
3
PLOS Digital Health
88 training papers
4
JAMIA Open
35 training papers
5
Scientific Reports
701 training papers
6
BMC Medical Informatics and Decision Making
36 training papers
7
Journal of Biomedical Informatics
37 training papers
8
Journal of Medical Internet Research
81 training papers
9
PLOS ONE
1737 training papers
10
International Journal of Medical Informatics
25 training papers
11
JMIR Medical Informatics
16 training papers
12
Nature Communications
483 training papers
13
JAMA Network Open
125 training papers
14
BMC Medical Research Methodology
41 training papers
15
Nature Medicine
88 training papers
16
BMJ Open
553 training papers
17
Computers in Biology and Medicine
39 training papers
18
JMIR Formative Research
31 training papers
19
Patterns
15 training papers
20
Frontiers in Digital Health
18 training papers