Related Experiment Video
Updated: Aug 16, 2025

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Independent External Validation of a Preoperative Prediction Model for Delirium After Cardiac Surgery: A Prospective
Alexandra S Wueest1, Manfred Berres2, Dominique A Bettex3
1Memory Clinic, University Department of Geriatric Medicine FELIX PLATTER, Basel, Switzerland; Clinic for Anaesthesia, Intermediate Care, Prehospital Emergency Medicine and Pain Therapy, University Hospital Basel, Basel, Switzerland.
Objective:
This investigation provided independent external validation of an existing preoperative risk prediction model.
Design:
A prospective observational cohort study of patients undergoing cardiac surgery covering the period between April 16, 2018 and January 18, 2022.
Setting:
Two academic hospitals in Switzerland.
Participants:
Adult patients (≥60 years of age) who underwent elective cardiac surgery, including coronary artery bypass graft, mitral or aortic valve replacement or repair, and combined procedures.
Interventions:
None.
Measurements And Main Results:
The primary outcome measure was the incidence of postoperative delirium (POD) in the intensive or intermediate care unit, diagnosed using the Intensive Care Delirium Screening Checklist. The prediction model contained 4 preoperative risk factors to which the following points were assigned: Mini-Mental State Examination (MMSE) score ≤23 received 2 points; MMSE 24-27, Geriatric Depression Scale (GDS) >4, prior stroke and/or transient ischemic attack (TIA), and abnormal serum albumin (≤3.5 or ≥4.5 g/dL) received 1 point each. The missing data were handled using multiple imputation. In total, 348 patients were included in the study. Sixty patients (17.4%) developed POD. For point levels in the prediction model of 0, 1, 2, and ≥3, the cumulative incidence of POD was 12.6%, 22.8%, 25.8%, and 35%, respectively. The validation resulted in a pooled area under the receiver operating characteristics curve of 0.60 (median CI, 0.525-0.679).
Conclusions:
The evaluated predictive model for delirium after cardiac surgery in this patient cohort showed only poor discriminative capacity but fair calibration.
Related Concept Videos
Data Validation
Nursing assessment guides are generally based on holistic models rather than medical...
Cardiomyopathy VII: Pre and Post Operative Nursing Management

