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Ran Liu
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Triethylborane-initiated radical chain fluorination: a synthetic method derived from mechanistic insight
CR Pitts, B Ling, R Woltornist, R Liu, T Lectka
The Journal of Organic Chemistry 79 (18), 8895-8899, 2014
792014
Data-driven discovery of a novel sepsis pre-shock state predicts impending septic shock in the ICU
R Liu, JL Greenstein, SJ Granite, JC Fackler, MM Bembea, SV Sarma, ...
Scientific reports 9 (1), 1-9, 2019
682019
Natural Language Processing of Clinical Notes for Improved Early Prediction of Septic Shock in the ICU
R Liu, JL Greenstein, SV Sarma, RL Winslow
2019 41st Annual International Conference of the IEEE Engineering in …, 2019
322019
Association of Intraoperative Opioid Administration With Postoperative Pain and Opioid Use
LASC Mercado, R Liu, KM Bharadwaj, JJ Johnson, R Gutierrez, P Das, ...
JAMA surgery, 2023
272023
Spectral clustering of risk score trajectories stratifies sepsis patients by clinical outcome and interventions received
R Liu, JL Greenstein, JC Fackler, MM Bembea, RL Winslow
eLife 9 (e58142), 2020
212020
Computational Signatures for Post-Cardiac Arrest Trajectory Prediction: Importance of Early Physiological Time Series
HB Kim, HT Nguyen, Q Jin, S Tamby, TG Romer, E Sung, R Liu, ...
Anaesthesia Critical Care & Pain Medicine, 101015, 2021
13*2021
Prediction of impending septic shock in children with sepsis
R Liu, JL Greenstein, JC Fackler, J Bergmann, MM Bembea, RL Winslow
Critical Care Explorations 3 (6), e0442, 2021
11*2021
Offline reinforcement learning with uncertainty for treatment strategies in sepsis
R Liu, JL Greenstein, JC Fackler, J Bergmann, MM Bembea, RL Winslow
arXiv preprint arXiv:2107.04491, 2021
102021
" good robot! now watch this!": Repurposing reinforcement learning for task-to-task transfer
A Hundt, A Murali, P Hubli, R Liu, N Gopalan, M Gombolay, GD Hager
5th Annual Conference on Robot Learning, 2021
82021
Competition between C–C and C–H Bond Fluorination: A Continuum of Electron Transfer and Hydrogen Atom Transfer Mechanisms
M Wang, R Rowshanpour, L Guan, J Ruskin, PM Nguyen, Y Wang, ...
Journal of the American Chemical Society 145 (41), 22442-22455, 2023
32023
Development and prospective validation of postoperative pain prediction from preoperative EHR data using attention-based set embeddings
R Liu, R Gutiérrez, RV Mather, TAD Stone, LASC Mercado, K Bharadwaj, ...
npj Digital Medicine 6 (1), 209, 2023
22023
Age-Dependent Electroencephalogram Features in Infants Under Spinal Anesthesia Appear to Mirror Physiologic Sleep in the Developing Brain: A Prospective Observational Study
LASC Mercado, JM Lee, R Liu, H Deng, JJ Johnson, AL Chen, M He, ...
Anesthesia & Analgesia 137 (6), 1241-1249, 2023
12023
An application for early prediction of pending septic shock
RL Winslow, SV Sarma, R Liu
US Patent App. 16/636,396, 2020
12020
Development and multicentre validation of the FLEX score: personalised preoperative surgical risk prediction using attention-based ICD-10 and Current Procedural Terminology set …
R Liu, TAD Stone, P Raje, RV Mather, LASC Mercado, K Bharadwaj, ...
British Journal of Anaesthesia, 2024
2024
Early diagnosis and treatment methods for pending septic shock
RL Winslow, SV Sarma, R Liu
US Patent App. 17/982,076, 2023
2023
A data-driven basis for clinical recommendations on sepsis and septic shock
R Liu
Johns Hopkins University, 2021
2021
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