Iterative refinement and goal articulation to optimize large language models for clinical information extraction.

Ameer Hamza Shakur

David Hein Alana Christie Michael J. Holcomb Bingqing Xie Aj Jain Joseph Vento Dinesh Rakheja Ameer Hamza Shakur Scott Christley Lindsay G. Cowell James Brugarolas Andrew R. Jamieson Payal Kapur Iterative refinement and goal articulation to optimize large language models for clinical information extraction. 2025 8 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-025-01686-z db/journals/npjdm/npjdm8.html#HeinCHXJVRSCCBJK25 streams/journals/npjdm

Ameer Hamza Shakur Michael J. Holcomb David Hein Shinyoung Kang Thomas O. Dalton Krystle K. Campbell Daniel J. Scott Andrew R. Jamieson Large Language Models for Medical OSCE Assessment: A Novel Approach to Transcript Analysis. 2024 abs/2410.12858 CoRR https://doi.org/10.48550/arXiv.2410.12858 db/journals/corr/corr2410.html#abs-2410-12858 streams/journals/corr

Ameer Hamza Shakur Shuai Huang 0001 Xiaoning Qian Xiangyu Chang SURVFIT: Doubly sparse rule learning for survival data. 103691 2021 117 J. Biomed. Informatics https://doi.org/10.1016/j.jbi.2021.103691 db/journals/jbi/jbi117.html#ShakurHQC21

Ameer Hamza Shakur Xiaoning Qian Zhangyang Wang Bobak Mortazavi Shuai Huang 0001 GPSRL: Learning Semi-Parametric Bayesian Survival Rule Lists from Heterogeneous Patient Data. 10608-10615 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9413157 conf/icpr/2020 db/conf/icpr/icpr2020.html#ShakurQWMH20 James Brugarolas Krystle K. Campbell Xiangyu Chang Alana Christie Scott Christley Lindsay G. Cowell Thomas O. Dalton David Hein Michael J. Holcomb Shuai Huang 0001 Aj Jain Andrew R. Jamieson Shinyoung Kang Payal Kapur Bobak Mortazavi Xiaoning Qian Dinesh Rakheja Daniel J. Scott Joseph Vento Zhangyang Wang Bingqing Xie