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Selected publications

For a complete list: https://scholar.google.com/citations?user=bshgBtkAAAAJ&hl=en
(*) denotes equal contribution

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 Anaesthesia2024

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 Medicine2023 [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 Surgery2023

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 Explorations2021

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

eLife2020 [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 Reports2019 [code]