Back
Top 0.3%
17.6%
Top 0.8%
14.6%
Top 13%
11.8%
Top 1%
9.0%
Top 0.8%
7.8%
Top 2%
6.4%
Top 2%
5.9%
Top 5%
4.2%
Top 86%
3.8%
Top 37%
1.9%
Top 3%
1.9%
Top 4%
1.5%
Top 5%
1.5%
Top 3%
1.5%
Top 9%
1.2%
Top 11%
1.0%
Top 7%
0.7%
Top 4%
0.7%
Top 4%
0.7%
How Agent Role Structure Alters Operating Characteristics of Large Language Model Clinical Classifiers: A Comparative Study of Specialist and Deliberative Multi-Agent Protocols
2026-02-24
health informatics
Title + abstract only
View on medRxiv
Show abstract
Large language models (LLMs) are increasingly deployed in structured clinical decision support, yet the architectural effects of internal role decomposition within multi-agent systems remain poorly isolated. Prior comparisons of single-agent and multi-agent prompting frequently confound workflow structure with changes in model configuration, training, or decoding. We present a controlled architectural study of role-structured inference under fixed model parameters, isolating internal role decomp...
Predicted journal destinations
1
npj Digital Medicine
85 training papers
2
Journal of the American Medical Informatics Association
53 training papers
3
Scientific Reports
701 training papers
4
PLOS Digital Health
88 training papers
5
Journal of Biomedical Informatics
37 training papers
6
JAMIA Open
35 training papers
7
BMC Medical Informatics and Decision Making
36 training papers
8
Journal of Medical Internet Research
81 training papers
9
PLOS ONE
1737 training papers
10
Nature Communications
483 training papers
11
International Journal of Medical Informatics
25 training papers
12
JMIR Medical Informatics
16 training papers
13
Computers in Biology and Medicine
39 training papers
14
BMC Medical Research Methodology
41 training papers
15
Nature Medicine
88 training papers
16
PLOS Computational Biology
141 training papers
17
Communications Medicine
63 training papers
18
Patterns
15 training papers
19
Frontiers in Digital Health
18 training papers