Predicting delirium in post-anaesthesia recovery: a retrospective analysis and validation of a nomogram model for patients undergoing benign biliary surgery Authors Li-jun Wu Department of Anaesthesiology, Tongling Municipal Hospital, Tongling, China https://orcid.org/0009-0005-4836-9266 Teng Song Department of Anaesthesiology, Tongling Municipal Hospital, Tongling, China https://orcid.org/0009-0008-0335-4935 Li Li Department of Anaesthesiology, Tongling Municipal Hospital, Tongling, China DOI: https://doi.org/10.47391/JPMA.11515 Keywords: General anaesthesia, Biliary surgery, Post-operative delirium, Nomogram model Abstract This study aimed to develop a nomogram for predicting post-anaesthetic delirium in patients who underwent benign biliary surgery under general anaesthesia. We retrospectively analysed 460 patients from March 2019 to March 2023 using IBM SPSS Statistics 26.0 and R 4.2.3, identifying predictors of delirium through logistic regression. Notable predictors included anaesthetic dosage, extubation time, post-anaesthesia care unit (PACU) duration, and American Society of Anaesthesiologists (ASA) classification > 2. The developed nomogram demonstrated high predictive accuracy, with an area under the curve (AUC) of 0.881 in the training set and 0.828 in validation. This tool provides clinicians with reliable pre-operative risk assessment capabilities. Keywords: General anaesthesia, Biliary surgery, Post-operative delirium, Nomogram model. Downloads Full Text Article Published 2025-06-01 How to Cite Wu, L.- jun, Song, T., & Li, L. (2025). Predicting delirium in post-anaesthesia recovery: a retrospective analysis and validation of a nomogram model for patients undergoing benign biliary surgery. Journal of the Pakistan Medical Association, 74(06), 992–997. https://doi.org/10.47391/JPMA.11515 More Citation Formats ACM ACS APA ABNT Chicago Harvard IEEE MLA Turabian Vancouver Download Citation Endnote/Zotero/Mendeley (RIS) BibTeX Issue Vol. 74 No. 06 (2025): JUNE Section CASE SERIES License Copyright (c) 2025 Journal of the Pakistan Medical Association This work is licensed under a Creative Commons Attribution 4.0 International License.