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Peer-reviewedLicence not statedNature Medicine

Evaluating the robustness and readiness of large frontier models in health AI applications

  • 裕二 池谷1,2
  • Jingjing Fu3
  • Xiaodong Liu3
  • Jeya Maria Jose Valanarasu3
  • Noel Codella3
  • Reuben Tan3
  • Qianchu Liu3
  • Ying Jin3
  • Sheng Zhang3
  • Jinyu Wang3
  • Rui Wang3
  • Lei Song3
20 more authors
  • Guanghui Qin3
  • Naoto Usuyama3
  • Cliff Wong3
  • Hao Cheng3
  • Ho Hin Lee3
  • Praneeth Sanapathi3
  • Sarah Hilado3
  • Tristan Naumann3
  • Javier Alvarez-Valle3
  • Jiang Bian3
  • Mu Wei3
  • Krisha Malik3
  • Lidong Zhou3
  • Jianfeng Gao3
  • Eric Horvitz3
  • Matthew P. Lungren3
  • Doug Burger3
  • Eric J. Topol4
  • Hoifung Poon5
  • Paul Vozila3
5 affiliations
  1. 1ByteDance, San Jose, CA, USA. [email protected]
  2. 2Microsoft Research, Health & Life Sciences, Redmond, WA, USA. [email protected]
  3. 3Microsoft Research, Health & Life Sciences, Redmond, WA, USA
  4. 4Scripps Research Translational Institute, Scripps Research, La Jolla, CA, USA. [email protected]
  5. 5Microsoft Research, Health & Life Sciences, Redmond, WA, USA. [email protected]
Open at sourcePDFDOICite

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Cite

BibTeXRIS
BibTeX
@article{池谷2026evaluating,
  title = {{Evaluating the robustness and readiness of large frontier models in health AI applications}},
  author = {裕二 池谷 and Jingjing Fu and Xiaodong Liu and Jeya Maria Jose Valanarasu and Noel Codella and Reuben Tan and Qianchu Liu and Ying Jin and Sheng Zhang and Jinyu Wang and Rui Wang and Lei Song and Guanghui Qin and Naoto Usuyama and Cliff Wong and Hao Cheng and Ho Hin Lee and Praneeth Sanapathi and Sarah Hilado and Tristan Naumann and Javier Alvarez-Valle and Jiang Bian and Mu Wei and Krisha Malik and Lidong Zhou and Jianfeng Gao and Eric Horvitz and Matthew P. Lungren and Doug Burger and Eric J. Topol and Hoifung Poon and Paul Vozila},
  journal = {Nature Medicine},
  year = {2026},
  month = jun,
  doi = {10.1038/s41591-026-04501-8},
  url = {http://arxiv.org/abs/2509.18234},
}
RIS
TY  - JOUR
TI  - Evaluating the robustness and readiness of large frontier models in health AI applications
AU  - 裕二 池谷
AU  - Jingjing Fu
AU  - Xiaodong Liu
AU  - Jeya Maria Jose Valanarasu
AU  - Noel Codella
AU  - Reuben Tan
AU  - Qianchu Liu
AU  - Ying Jin
AU  - Sheng Zhang
AU  - Jinyu Wang
AU  - Rui Wang
AU  - Lei Song
AU  - Guanghui Qin
AU  - Naoto Usuyama
AU  - Cliff Wong
AU  - Hao Cheng
AU  - Ho Hin Lee
AU  - Praneeth Sanapathi
AU  - Sarah Hilado
AU  - Tristan Naumann
AU  - Javier Alvarez-Valle
AU  - Jiang Bian
AU  - Mu Wei
AU  - Krisha Malik
AU  - Lidong Zhou
AU  - Jianfeng Gao
AU  - Eric Horvitz
AU  - Matthew P. Lungren
AU  - Doug Burger
AU  - Eric J. Topol
AU  - Hoifung Poon
AU  - Paul Vozila
PY  - 2026
DA  - 2026/06/26
JO  - Nature Medicine
DO  - 10.1038/s41591-026-04501-8
UR  - http://arxiv.org/abs/2509.18234
SN  - 1078-8956
SN  - 1546-170X
SN  - 1744-7933
ER  -