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2025

Other Outputs

Global geographic and socioeconomic disparities in COVID-Associated AKI: a systematic review and meta-analysis

Dai, Danyang, Gois, Pedro Franca, Simpson, Digby, Hedfi, Souhayel, Shrapnel, Sally and Pole, Jason D. (2025). Global geographic and socioeconomic disparities in COVID-Associated AKI: a systematic review and meta-analysis. Centre for Health Services Research; Centre for Online Health.

Global geographic and socioeconomic disparities in COVID-Associated AKI: a systematic review and meta-analysis

2025

Journal Article

A de Finetti theorem for quantum causal structures

Costa, Fabio, Barrett, Jonathan and Shrapnel, Sally (2025). A de Finetti theorem for quantum causal structures. Quantum, 9 1628, 1628. doi: 10.22331/q-2025-02-11-1628

A de Finetti theorem for quantum causal structures

2025

Journal Article

WCN25-3476 Prevalence of Acute Kidney Injury throughout COVID-19: A Systematic review and meta-analysis

Franca Gois, Pedro Henrique, Gois, Pedro Franca, Simpson, Digby, Hedfi, Souhayel, Shrapnel, Sally and Pole, Jason D. (2025). WCN25-3476 Prevalence of Acute Kidney Injury throughout COVID-19: A Systematic review and meta-analysis. Kidney International Reports, 10 (2), S609. doi: 10.1016/j.ekir.2024.11.1083

WCN25-3476 Prevalence of Acute Kidney Injury throughout COVID-19: A Systematic review and meta-analysis

2025

Journal Article

WCN25-3569 Global Geographic and Socio-Economic Disparities in COVID-Associated Acute Kidney Injury: A Systematic Review and Meta-analysis

Franca Gois, Pedro Henrique, Gois, Pedro Franca, Simpson, Digby, Hedfi, Souhayel, Shrapnel, Sally and Pole, Jason D. (2025). WCN25-3569 Global Geographic and Socio-Economic Disparities in COVID-Associated Acute Kidney Injury: A Systematic Review and Meta-analysis. Kidney International Reports, 10 (2), S611. doi: 10.1016/j.ekir.2024.11.1085

WCN25-3569 Global Geographic and Socio-Economic Disparities in COVID-Associated Acute Kidney Injury: A Systematic Review and Meta-analysis

2024

Journal Article

Quantum kernel machine learning with continuous variables

Henderson, Laura J., Goel, Rishi and Shrapnel, Sally (2024). Quantum kernel machine learning with continuous variables. Quantum, 8 1570. doi: 10.22331/q-2024-12-17-1570

Quantum kernel machine learning with continuous variables

2024

Journal Article

At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods

Mesinovic, Munib, Wong, Xin Ci, Rajahram, Giri Shan, Citarella, Barbara Wanjiru, Peariasamy, Kalaiarasu M., van Someren Greve, Frank, Olliaro, Piero, Merson, Laura, Clifton, Lei, Kartsonaki, Christiana, Abdukahil, Sheryl Ann, Abdulkadir, Nurul Najmee, Abe, Ryuzo, Abel, Laurent, Abrous, Amal, Absil, Lara, Acker, Andrew, Adachi, Shingo, Adam, Elisabeth, Adriano, Enrico, Adrião, Diana, Ageel, Saleh Al, Ahmed, Shakeel, Aiello, Marina, Ainscough, Kate, Airlangga, Eka, Aisa, Tharwat, Hssain, Ali Ait, Tamlihat, Younes Ait ... Zucman, David (2024). At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods. Scientific Reports, 14 (1) 16387. doi: 10.1038/s41598-024-63212-7

At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods

2024

Conference Publication

AKI in Intensive Care Unit (ICU) Patients in the Omicron Surge: Insights from a Multinational Study

Gois, Pedro Henrique Franca, Dai, Danyang, Shrapnel, Sally, Wainstein, Marina, Ghadimi, Moji, Spyrison, Nicholas S., Claure-Del Granado, Rolando and Pole, Jason D. (2024). AKI in Intensive Care Unit (ICU) Patients in the Omicron Surge: Insights from a Multinational Study. Kidney Week, San Diego, CA United States, 24-27 October 2024. Philadelphia, PA United States: Wolters Kluwer. doi: 10.1681/asn.2024j8evcrgq

AKI in Intensive Care Unit (ICU) Patients in the Omicron Surge: Insights from a Multinational Study

2024

Journal Article

Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation

Merson, Laura, Duque, Sara, Garcia-Gallo, Esteban, Yeabah, Trokon Omarley, Rylance, Jamie, Diaz, Janet, Flahault, Antoine, Abdalasalam, Sabriya, Abdalhadi, Alaa Abdalfattah, Abdalla, Walaa, Abdalla, Naana Reyam, Abdalrheem, Almthani Hamza, Abdalsalam, Ashraf, Abdeewi, Saedah, Abdelgaum, Esraa Hassan, Abdelhalim, Mohamed, Abdelkabir, Mohammed, Abdukahil, Sheryl Ann, Abdulbaqi, Lamees Adil, Abdulhamid, Widyan, Abdulhamid, Salaheddin, Abdulkadir, Nurul Najmee, Abdulwahed, Eman, Abdunabi, Rawad, Abe, Ryuzo, Abel, Laurent, Abodina, Ahmed Mohammed, Abouelmagd, Khaled, Abrous, Amal ... Zucman, David (2024). Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation. Epidemiologia, 5 (3), 557-580. doi: 10.3390/epidemiologia5030039

Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation

2024

Journal Article

Implementing AI in Hospitals to Achieve a Learning Health System: Systematic Review of Current Enablers and Barriers

Kamel Rahimi, Amir, Pienaar, Oliver, Ghadimi, Moji, Canfell, Oliver J., Pole, Jason D., Shrapnel, Sally, van der Vegt, Anton H. and Sullivan, Clair (2024). Implementing AI in Hospitals to Achieve a Learning Health System: Systematic Review of Current Enablers and Barriers. Journal of Medical Internet Research, 26 e49655, 1-29. doi: 10.2196/49655

Implementing AI in Hospitals to Achieve a Learning Health System: Systematic Review of Current Enablers and Barriers

2024

Journal Article

Characteristics and outcomes of COVID-19 patients admitted to hospital with and without respiratory symptoms

Citarella, Barbara Wanjiru, Kartsonaki, Christiana, Ibáñez-Prada, Elsa D., Gonçalves, Bronner P., Baruch, Joaquin, Escher, Martina, Pritchard, Mark G., Wei, Jia, Philippy, Fred, Dagens, Andrew, Hall, Matthew, Lee, James, Kutsogiannis, Demetrios James, Wils, Evert-Jan, Fernandes, Marília Andreia, Tirupakuzhi Vijayaraghavan, Bharath Kumar, Panda, Prasan Kumar, Martin-Loeches, Ignacio, Ohshimo, Shinichiro, Fatoni, Arie Zainul, Horby, Peter, Dunning, Jake, Rello, Jordi, Merson, Laura, Rojek, Amanda, Vaillant, Michel, Olliaro, Piero, Reyes, Luis Felipe, Moharam, S.A. ... Zucman, David (2024). Characteristics and outcomes of COVID-19 patients admitted to hospital with and without respiratory symptoms. Heliyon, 10 (10) e29591, e29591. doi: 10.1016/j.heliyon.2024.e29591

Characteristics and outcomes of COVID-19 patients admitted to hospital with and without respiratory symptoms

2024

Conference Publication

Validation Of The Extended Kdigo Definition To Diagnose Acute Kidney Injury In A General Hospital Population Using The Mimic-IV Dataset

Wainstein, Marina, Edward, Eleanor, Spyrison, Nicholas, Rahimi, Amir Kamel, Ghadimi, Moji, Johnson, David and Shrapnel, Sally (2024). Validation Of The Extended Kdigo Definition To Diagnose Acute Kidney Injury In A General Hospital Population Using The Mimic-IV Dataset. ISN World Congress of Nephrology (WCN) 2024, Buenos Aires, Argentina, 13-16 April 2024. New York, NY United States: Elsevier. doi: 10.1016/j.ekir.2024.02.537

Validation Of The Extended Kdigo Definition To Diagnose Acute Kidney Injury In A General Hospital Population Using The Mimic-IV Dataset

2024

Journal Article

Lightweight transformers for clinical natural language processing

Rohanian, Omid, Nouriborji, Mohammadmahdi, Jauncey, Hannah, Kouchaki, Samaneh, Nooralahzadeh, Farhad, Clifton, Lei, Merson, Laura, Clifton, David A., Abbas, Ali, Abdukahil, Sheryl Ann, Abdulkadir, Nurul Najmee, Abe, Ryuzo, Abel, Laurent, Abrous, Amal, Absil, Lara, Jabal, Kamal Abu, Salah, Nashat Abu, Acharya, Subhash, Acker, Andrew, Adachi, Shingo, Adam, Elisabeth, Adewhajah, Francisca, Adriano, Enrico, Adrião, Diana, Al Ageel, Saleh, Ahmed, Shakeel, Aiello, Marina, Ainscough, Kate, Airlangga, Eka ... Zucman, David (2024). Lightweight transformers for clinical natural language processing. Natural Language Engineering, 30 (5), 887-914. doi: 10.1017/S1351324923000542

Lightweight transformers for clinical natural language processing

2024

Journal Article

Quantum kernel evaluation via Hong-Ou-Mandel interference

Bowie, Cassandra, Shrapnel, Sally and Kewming, Michael (2024). Quantum kernel evaluation via Hong-Ou-Mandel interference. Quantum Science and Technology, 9 (1) 015001, 1-10. doi: 10.1088/2058-9565/acfba9

Quantum kernel evaluation via Hong-Ou-Mandel interference

2024

Book Chapter

Artificial intelligence for diabetes in the hospital

Sly, Benjamin P., Shrapnel, Sally and Sullivan, Clair M. (2024). Artificial intelligence for diabetes in the hospital. Diabetes digital health, telehealth, and artificial intelligence. (pp. 353-366) edited by David C. Klonoff, David Kerr and Juan C. Espinoza. London, United Kingdom: Elsevier. doi: 10.1016/b978-0-443-13244-5.00021-3

Artificial intelligence for diabetes in the hospital

2023

Conference Publication

A Systematic Review of Externally Validated Machine Learning Models for Predicting AKI in General Hospital Patients

Wainstein, Marina, Flanagan, Emily K., Johnson, David W. and Shrapnel, Sally (2023). A Systematic Review of Externally Validated Machine Learning Models for Predicting AKI in General Hospital Patients. Kidney Week, Philadelphia, PA United States, 1-5 November 2023. Philadelphia, PA United States: Lippincott Williams & Wilkins. doi: 10.1681/asn.20233411s11066a

A Systematic Review of Externally Validated Machine Learning Models for Predicting AKI in General Hospital Patients

2023

Journal Article

Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy

Kamel Rahimi, Amir, Ghadimi, Moji, van der Vegt, Anton H., Canfell, Oliver J., Pole, Jason D., Sullivan, Clair and Shrapnel, Sally (2023). Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy. BMC Medical Informatics and Decision Making, 23 (1) 207, 1-14. doi: 10.1186/s12911-023-02306-0

Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy

2023

Journal Article

Major adverse cardiovascular events (MACE) in patients with severe COVID-19 registered in the ISARIC WHO clinical characterization protocol: a prospective, multinational, observational study

Reyes, Luis Felipe, Garcia-Gallo, Esteban, Murthy, Srinivas, Fuentes, Yuli V., Serrano, Cristian C., Ibáñez-Prada, Elsa D., Lee, James, Rojek, Amanda, Citarella, Barbara Wanjiru, Gonçalves, Bronner P., Dunning, Jake, Rätsep, Indrek, Viñan-Garces, Andre Emilio, Kartsonaki, Christiana, Rello, Jordi, Martin-Loeches, Ignacio, Shankar-Hari, Manu, Olliaro, Piero L., Merson, Laura, Abbas, Ali, Abdukahil, Sheryl Ann, Abdulkadir, Nurul Najmee, Abe, Ryuzo, Abebrese, Franklina Korkor, Abel, Laurent, Abrous, Amal, Absil, Lara, Acharya, Subhash, Acker, Andrew ... Zucman, David (2023). Major adverse cardiovascular events (MACE) in patients with severe COVID-19 registered in the ISARIC WHO clinical characterization protocol: a prospective, multinational, observational study. Journal of Critical Care, 77 154318, 1-13. doi: 10.1016/j.jcrc.2023.154318

Major adverse cardiovascular events (MACE) in patients with severe COVID-19 registered in the ISARIC WHO clinical characterization protocol: a prospective, multinational, observational study

2023

Journal Article

A multi-country analysis of COVID-19 hospitalizations by vaccination status

Gonçalves, Bronner P., Jassat, Waasila, Baruch, Joaquín, Hashmi, Madiha, Rojek, Amanda, Dasgupta, Abhishek, Martin-Loeches, Ignacio, Reyes, Luis Felipe, Piubelli, Chiara, Citarella, Barbara Wanjiru, Kartsonaki, Christiana, Lefèvre, Benjamin, López Revilla, José W., Lunn, Miles, Harrison, Ewen M., Kraemer, Moritz U. G., Shrapnel, Sally, Horby, Peter, Bisoffi, Zeno, Olliaro, Piero L, Merson, Laura, ISARIC Clinical Characterisation Group and Ghadimi, Moji (2023). A multi-country analysis of COVID-19 hospitalizations by vaccination status. Med, 4 (11), 797-812.e2. doi: 10.1016/j.medj.2023.08.005

A multi-country analysis of COVID-19 hospitalizations by vaccination status

2023

Journal Article

Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

Shah, Neel, Xue, Bing, Xu, Ziqi, Yang, Hanqing, Marwali, Eva, Dalton, Heidi, Payne, Philip P. R., Lu, Chenyang, Said, Ahmed S., Abdukahil, Sheryl Ann, Abdulkadir, Nurul Najmee, Absil, Lara, Acker, Andrew, Adrião, Diana, Hssain, Ali Ait, Akwani, Chika, Al Qasim, Eman, Alalqam, Razi, Al-dabbous, Tala, Alex, Beatrice, Al-Fares, Abdulrahman, Alfoudri, Huda, Aliudin, Jeffrey, Alves, João, Alves, Rita, Alves, João Melo, Cabrita, Joana Alves, Amaral, Maria, Amira, Nur ... ISARIC Clinical Characterisation Group (2023). Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort. Artificial Organs, 47 (9), 1490-1502. doi: 10.1111/aor.14542

Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

2023

Journal Article

Liver injury in hospitalized patients with COVID-19: An International observational cohort study

Vijayaraghavan, Bharath Kumar Tirupakuzhi, Bishnu, Saptarshi, Baruch, Joaquin, Citarella, Barbara Wanjiru, Kartsonaki, Christiana, Meeyai, Aronrag, Mohamed, Zubair, Ohshimo, Shinichiro, Lefèvre, Benjamin, Al-Fares, Abdulrahman, Calvache, Jose A., Taccone, Fabio Silvio, Olliaro, Piero, Merson, Laura, Adhikari, Neill K.J., Abdukahil, Sheryl Ann, Abdulkadir, Nurul Najmee, Abe, Ryuzo, Abel, Laurent, Abrous, Amal, Absil, Lara, Acker, Andrew, Adam, Elisabeth, Adrião, Diana, Al Ageel, Saleh, Ainscough, Kate, Hssain, Ali Ait, Tamlihat, Younes Ait, Akimoto, Takako ... the ISARIC Clinical Characterisation Group (2023). Liver injury in hospitalized patients with COVID-19: An International observational cohort study. PLoS One, 18 (9 September) e0277859, 1-17. doi: 10.1371/journal.pone.0277859

Liver injury in hospitalized patients with COVID-19: An International observational cohort study