Publications

Robert A Fletcher, Patrick Rockenschaub, Brendon L Neuen, Isabel Johanna Walter, Nathalie Conrad, Mehrdad A Mizani, Thomas Bolton, Claire A Lawson, Christopher Tomlinson, Stelios Boulitsakis Logothetis, Carmen Petitjean, Luigi Filippo Brizzi, Stephen Kaptoge, Elena Raffetti, Patrick A Calvert, Emanuele Di Angelantonio, Amitava Banerjee, Mamas A Mamas, Iain Squire, Spiros Denaxas, Theresa A McDonagh, Cathie Sudlow, Steffen E Petersen, Glenn M Chertow, Kamlesh Khunti, Johan Sundström, Clare Arnott, John G F Cleland, John Danesh, John J V McMurray, Muthiah Vaduganathan, Angela M Wood, CVD-COVID-UK/COVID-IMPACT Consortium (2024). Contemporary epidemiology of hospitalised heart failure with reduced versus preserved ejection fraction in England: a retrospective, cohort study of whole-population electronic health records. Lancet Public Health.

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Patrick Rockenschaub, A Hilbert, Tabea Kossen, Paul Elbers, Falk von Dincklage, V Madai, D Frey (2024). The impact of multi-institution datasets on the generalizability of machine learning prediction models in the ICU. Crit. Care Med..

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P Rockenschaub, Zhicong Xian, Alireza Zamanian, Marta Piperno, Octavia-Andreea Ciora, E Pachl, Narges Ahmidi (2024). Robust prediction under missingness shifts. arXiv [stat.ML].

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Robert A Fletcher, Niels Jongs, Glenn M Chertow, John J V McMurray, Clare Arnott, Meg J Jardine, Kenneth W Mahaffey, Vlado Perkovic, Patrick Rockenschaub, Peter Rossing, Ricardo Correa-Rotter, Robert D Toto, Muthiah Vaduganathan, David C Wheeler, Hiddo J L Heerspink, Brendon L Neuen (2023). Effect of SGLT2 Inhibitors on Discontinuation of Renin–angiotensin System Blockade: A Joint Analysis of the CREDENCE and DAPA-CKD Trials. Journal of the American Society of Nephrology.

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A Aryee, P Rockenschaub, John Robson, Zaheer Ahmed, C Nic Fhogartaigh, David Ball, A Hayward, L Shallcross (2023). Assessing the impact of discordant antibiotic treatment on adverse outcomes in community-onset UTI: a retrospective cohort study. J. Antimicrob. Chemother..

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Patrick Rockenschaub, Ela Marie Akay, Benjamin Gregory Carlisle, Adam Hilbert, Falk Meyer-Eschenbach, Anatol-Fiete Näher, Dietmar Frey, Vince Istvan Madai (2023). Generalisability of AI-based scoring systems in the ICU: a systematic review and meta-analysis. medRxiv.

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Robert A Fletcher, Clare Arnott, Patrick Rockenschaub, Aletta E Schutte, Lewis Carpenter, Muthiah Vaduganathan, Rajiv Agarwal, George Bakris, Tara I Chang, Hiddo J L Heerspink, Meg J Jardine, Kenneth W Mahaffey, Bruce Neal, Carol Pollock, Min Jun, Anthony Rodgers, Vlado Perkovic, Brendon L Neuen (2023). Canagliflozin, blood pressure variability, and risk of cardiovascular, kidney, and mortality outcomes: Pooled individual participant data from the CANVAS and CREDENCE trials. J. Am. Heart Assoc..

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Robin van de Water, Hendrik Schmidt, Paul Elbers, Patrick Thoral, Bert Arnrich, Patrick Rockenschaub (2023). Yet Another ICU benchmark: A flexible multi-center framework for clinical ML. arXiv [cs.LG].

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Patrick Rockenschaub, Martin J Gill, Dave McNulty, Orlagh Carroll, Nick Freemantle, Laura Shallcross (2023). Can the application of machine learning to electronic health records guide antibiotic prescribing decisions for suspected urinary tract infection in the Emergency Department?. PLOS Digit. Health.

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A Aryee, P Rockenschaub, J Robson, Marian Priebe, Zaheer Ahmed, C N Fhogartaigh, David Ball, A Hayward, L Shallcross (2023). Hospital admission after primary care consultation for community-onset lower urinary tract infection: a cohort study of risks and predictors using linked data. The British Journal of General Practice.

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Margaret Gheorghita, Matthew Wikner, Anika Cawthorn, Tope Oyelade, Kristof Nemeth, Patrick Rockenschaub, Ferran Gonzalez Hernandez, Nel Swanepoel, Watjana Lilaonitkul, Ali R Mani (2022). Reduced oxygen saturation entropy is associated with poor prognosis in critically ill patients with sepsis. Physiol. Rep..

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Anna Lena Zippl, Alfons Wachter, Patrick Rockenschaub, Bettina Toth, Beata Seeber (2022). Predicting success of intrauterine insemination using a clinically based scoring system. Arch. Gynecol. Obstet..

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Lewis Carpenter, Patrick Rockenschaub, Grace B Hatton, Sofia D'Abrantes, Edward Sims, Nicholas Scott-Ram, Aurélie Ducès, Gabrielle Emanuel, Adam J Mead, Mark W Drummond, Nadezda Lipunova (2022). Longitudinal trends of peripheral blood counts in polycythaemia vera and essential thrombocythemia patients in the UK. EJHaem.

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Oliver Carr, Avelino Javer, Patrick Rockenschaub, Owen Parsons, Robert Dürichen (2021). Longitudinal patient stratification of electronic health records with flexible adjustment for clinical outcomes.

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P F Dutey-Magni, M J Gill, D McNulty, G Sohal, A Hayward, L Shallcross, Niall Anderson, Elise Crayton, Gillian Forbes, Arnoupe Jhass, Emma Richardson, Michelle Richardson, Patrick Rockenschaub, Catherine Smith, Elizabeth Sutton, Rosanna Traina, Lou Atkins, Anne Conolly, Spiros Denaxas, Ellen Fragaszy, Rob Horne, Patty Kostkova, Fabiana Lorencatto, Susan Michie, Jennifer Mindell, John Robson, Claire Royston, Carolyn Tarrant, James Thomas, Jonathan West, Haydn Williams, Nadia Elsay, Chris Fuller (2021). Feasibility study of hospital antimicrobial stewardship analytics using electronic health records. JAC Antimicrob Resist.

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Anna Aryee, Patrick Rockenschaub, Martin J Gill, Andrew Hayward, Laura Shallcross (2020). The relationship between clinical outcomes and empirical antibiotic therapy in patients with community-onset Gram-negative bloodstream infections: a cohort study from a large teaching hospital. Epidemiol. Infect..

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Laura Shallcross, Patrick Rockenschaub, Ruth Blackburn, Irwin Nazareth, Nick Freemantle, Andrew Hayward (2020). Antibiotic prescribing for lower UTI in elderly patients in primary care and risk of bloodstream infection: A cohort study using electronic health records in England. PLoS Med..

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Patrick Rockenschaub, Vincent Nguyen, Robert W Aldridge, Dionisio Acosta, Juan Miguel Garcı́a-Gómez, Carlos Sáez (2020). Data-driven discovery of changes in clinical code usage over time: a case-study on changes in cardiovascular disease recording in two English electronic health records databases (2001-2015). BMJ Open.

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Laura J Shallcross, Rockenschaub Patrick, Mcnulty David, Freemantle Nicholas, Hayward Andrew, Martin J Gill (2020). Diagnostic uncertainty and urinary tract infection in the emergency department: A cohort study from a UK hospital. BMC Emerg. Med..

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Laura Shallcross, Fabiana Lorencatto, Christopher Fuller, Carolyn Tarrant, Jonathan West, Rosanna Traina, Catherine Smith, Gillian Forbes, Elise Crayton, Patrick Rockenschaub, Peter Dutey-Magni, Emma Richardson, Ellen Fragaszy, Susan Michie, Andrew Hayward, PASS Research Group (2020). An interdisciplinary mixed-methods approach to developing antimicrobial stewardship interventions: Protocol for the Preserving Antibiotics through Safe Stewardship (PASS) Research Programme. Wellcome Open Res.

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Patrick Rockenschaub, Arnoupe Jhass, Nick Freemantle, Anna Aryee, Meena Rafiq, Andrew Hayward, Laura Shallcross (2019). Opportunities to reduce antibiotic prescribing for patients with COPD in primary care: a cohort study using electronic health records from the Clinical Practice Research Datalink (CPRD). J. Antimicrob. Chemother..

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Patrick Rockenschaub, Andrew Hayward, Laura Shallcross (2019). Antibiotic prescribing before and after the diagnosis of comorbidity: a cohort study using primary care electronic health records. Clin. Infect. Dis..

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Patrick Rockenschaub, David Ansell, Laura Shallcross (2018). Linking individual-level data on diagnoses and dispensing for research on antibiotic use: Evaluation of a novel data source from English secondary care. Pharmacoepidemiol. Drug Saf..

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