Development and multicentre validation of the FLEX score: personalized preoperative surgical risk prediction using attention-based ICD-10 and Current Procedural Terminology set embeddings
Ran Liu, Tom AD Stone, Praachi Raje, Rory V Mather, Laura A Santa Cruz Mercado, Kishore Bharadwaj, Jasmine Johnson, Masaya Higuchi, Ryan D Nipp, Hiroko Kunitake, Patrick L Purdon
British Journal of Anaesthesia, 2024
Development and prospective validation of postoperative pain prediction from preoperative EHR data using attention-based set embeddings
Ran Liu*, Rodrigo Gutiérrez*, Rory V Mather, Tom A D Stone, Laura A Santa Cruz Mercado, Kishore Bharadwaj, Jasmine Johnson, Proloy Das, Gustavo Balanza, Ekenedilichukwu Uwanaka, Justin Sydloski, Andrew Chen, Mackenzie Hagood, Edward A Bittner, Patrick L Purdon
NPJ Digital Medicine, 2023 · code
Association of intraoperative opioid administration with postoperative pain and opioid use
Laura A Santa Cruz Mercado*, Ran Liu*, Kishore M Bharadwaj, Jasmine J Johnson, Rodrigo Gutierrez, Proloy Das, Gustavo Balanza, Hao Deng, Akriti Pandit, Tom AD Stone, Teresa Macdonald, Caroline Horgan, Si Long Jenny Tou, Timothy T Houle, Edward A Bittner, Patrick L Purdon
JAMA Surgery, 2023
Prediction of impending septic shock in children with sepsis
Ran Liu, Joseph L Greenstein, James C Fackler, Jules Bergmann, Melania M Bembea, Raimond L Winslow
Critical Care Explorations, 2021
Spectral clustering of risk score trajectories stratifies sepsis patients by clinical outcome and interventions received
Ran Liu, Joseph L Greenstein, James C Fackler, Melania M Bembea, Raimond L Winslow
eLife, 2020 · code
Data-driven discovery of a novel sepsis pre-shock state predicts impending septic shock in the ICU
Ran Liu, Joseph L Greenstein, Stephen J Granite, James C Fackler, Melania M Bembea, Sridevi V Sarma, Raimond L Winslow
Scientific Reports, 2019 · code