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Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble

Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble

29 May 2025
Amit Kumthekar
Zion Tilley
Henry Duong
Bhargav Patel
Michael Magnoli
Ahmed Omar
Ahmed Nasser
Chaitanya Gharpure
Yevgen Reztzov
ArXivPDFHTML

Papers citing "Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble"

9 / 9 papers shown
Title
The Rise of Small Language Models in Healthcare: A Comprehensive Survey
The Rise of Small Language Models in Healthcare: A Comprehensive Survey
Muskan Garg
Shaina Raza
Shebuti Rayana
Xingyi Liu
Sunghwan Sohn
LM&MA
AILaw
136
1
0
23 Apr 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications
Siyuan Mu
Sen Lin
MoE
428
5
0
10 Mar 2025
Efficient Algorithms for Verifying Kruskal Rank in Sparse Linear Regression and Related Applications
Fengqin Zhou
102
5
0
06 Mar 2025
I Know What I Don't Know: Improving Model Cascades Through Confidence Tuning
I Know What I Don't Know: Improving Model Cascades Through Confidence Tuning
Stephan Rabanser
Nathalie Rauschmayr
Achin Kulshrestha
Petra Poklukar
Wittawat Jitkrittum
Sean Augenstein
Congchao Wang
Federico Tombari
66
1
0
26 Feb 2025
MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA
  with LLM and MLLM Integration
MC-CoT: A Modular Collaborative CoT Framework for Zero-shot Medical-VQA with LLM and MLLM Integration
Lai Wei
Wenkai Wang
Xiaoyu Shen
Yu Xie
Zhihao Fan
Xiaojin Zhang
Zhongyu Wei
Wei Chen
52
6
0
06 Oct 2024
Towards Accurate Differential Diagnosis with Large Language Models
Towards Accurate Differential Diagnosis with Large Language Models
Daniel J. McDuff
M. Schaekermann
Tao Tu
Anil Palepu
Amy Wang
...
G. Corrado
Yossi Matias
Jacob Sunshine
Alan Karthikesalingam
Vivek Natarajan
ELM
LM&MA
67
89
0
30 Nov 2023
Multi-Agent Consensus Seeking via Large Language Models
Multi-Agent Consensus Seeking via Large Language Models
Huaben Chen
Wenkang Ji
Lufeng Xu
Shiyu Zhao
LM&Ro
LLMAG
96
24
0
31 Oct 2023
DDXPlus: A New Dataset For Automatic Medical Diagnosis
DDXPlus: A New Dataset For Automatic Medical Diagnosis
Arsène Fansi Tchango
Rishab Goel
Zhi Wen
Julien Martel
J. Ghosn
132
40
0
18 May 2022
What Disease does this Patient Have? A Large-scale Open Domain Question
  Answering Dataset from Medical Exams
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams
Di Jin
Eileen Pan
Nassim Oufattole
W. Weng
Hanyi Fang
Peter Szolovits
FaML
ELM
LM&MA
97
778
0
28 Sep 2020
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