Hospital-level associations with 30-day patient mortality after cardiac surgery: A tutorial on the application and interpretation of marginal and multilevel logistic regression

QR Code

Hospital-level associations with 30-day patient mortality after cardiac surgery: A tutorial on the application and interpretation of marginal and multilevel logistic regression

Background: Marginal and multilevel logistic regression methods can estimate associations between hospital-level factors and patient-level 30-day mortality outcomes after cardiac surgery. However, it is not widely understood how the interpretation of hospital-level effects differs between these meth...

Full description

Bibliographic Details
Main Authors:	Sanagou, M., Wolfe, R., Forbes, A., Reid, Christopher
Format:	Journal Article
Published:	2012
Online Access:	http://hdl.handle.net/20.500.11937/27454

Similar Items

Prediction of acute kidney injury within 30 days of cardiac surgery
by: Ng, S., et al.
Published: (2014)

A preoperative risk prediction model for 30-day mortality following cardiac surgery in an Australian cohort
by: Billah, B., et al.
Published: (2010)

Associations of hospital characteristics with nosocomial pneumonia after cardiac surgery can impact on standardized infection rates
by: Sanagou, M., et al.
Published: (2015)

Prediction of 30-day mortality after hip fracture surgery by the Nottingham Hip Fracture Score and the Surgical Outcome Risk Tool
by: Marufu, Takawira C., et al.
Published: (2016)

Prior Coronary Artery Bypass Graft Surgery Impacts 30-day Quality of Life after Percutaneous Coronary Intervention: Evidence from the Victorian Cardiac Outcomes Registry (VCOR): 30-day QoL after PCI in patients with prior CABG
by: Ho, C.L.B., et al.
Published: (2022)

External validation and updating of a prediction model for nosocomial pneumonia after coronary artery bypass graft surgery
by: Sanagou, M., et al.
Published: (2014)

Procedure-specific Cardiac Surgeon Volume associated with Patient outcome following Valve Surgery, but not Isolated CABG Surgery
by: Ch'ng, S., et al.
Published: (2015)

Missing Value Imputation Improves Mortality Risk Prediction Following Cardiac Surgery: An Investigation of an Australian Patient Cohort
by: Karim, M., et al.
Published: (2015)

Vancomycin AUC/MIC ratio and 30-day mortality in patients with Staphylococcus aureus bacteremia
by: Holmes, N., et al.
Published: (2013)

An Australian risk prediction model for 30-day mortality after isolated coronary artery bypass: The AusSCORE
by: Reid, Christopher, et al.
Published: (2009)

Measuring the quality of perioperative care in cardiac surgery.
by: Coulson, T., et al.
Published: (2017)

Retrospective study on prediction of mortality outcome Using post cardiac surgery prognostic scale (pocas) Among patient underwent cardiac surgery at Hospital Universiti Sains Malaysia Kelantan
by: Arshad, Ahmad Wafi Mohd
Published: (2020)

Predicting 30-day mortality in patients with sepsis: an exploratory analysis of process of care and patient characteristics
by: Sanderson, Miriam, et al.
Published: (2018)

AusSCORE II in predicting 30-day mortality after isolated coronary artery bypass grafting in Australia and New Zealand
by: Billah, B., et al.
Published: (2014)

Clinical risk prediction model for 30-day all-cause re-hospitalisation or mortality in patients hospitalised with heart failure
by: Driscoll, A., et al.
Published: (2022)

Is type of injury on Presentation at the emergency department of a traumatic Motorcyclist predicting Mortality within 30 days?
by: Suleman, Aehtoosham
Published: (2012)

Relationship between abdominal aortic calcification with 30 days postoperative outcome in patient underwent colorectal surgery
by: Ali, Ahmad Adham
Published: (2019)

Variable selection methods for multiple regressions influence the parsimony of risk prediction models for cardiac surgery
by: Karim, M., et al.
Published: (2017)

Use of posterior predictive assessments to evaluate model fit in multilevel logistic regression
by: Green, Martin J., et al.
Published: (2009)

Adverse 30-Day Clinical Outcomes and Long-Term Mortality Among Patients With Preprocedural Atrial Fibrillation Undergoing Percutaneous Coronary Intervention
by: Batchelor, R.J., et al.
Published: (2022)

Sex differences in outcomes following isolated coronary artery bypass graft surgery in Australian patients: Analysis of the Australasian Society of Cardiac and Thoracic Surgeons cardiac surgery database
by: Saxena, A., et al.
Published: (2012)

Impact of perioperative infarcts after cardiac surgery
by: Patel, Nikil, et al.
Published: (2015)

Survival to hospital discharge is equivalent to 30-day survival as a primary survival outcome for out-of-hospital cardiac arrest studies.
by: Majewski, David, et al.
Published: (2021)

Preoperative identification of cardiac surgery patients at risk of receiving a platelet transfusion: The Australian Cardiac Surgery Platelet Transfusion (ACSePT) risk prediction tool
by: Flint, A.W.J., et al.
Published: (2020)

Universal definition of perioperative bleeding in adult cardiac surgery
by: Dyke, C., et al.
Published: (2014)

Predicting 30-day mortality after an acute coronary syndrome (ACS) using machine learning methods for feature selection, classification and visualization
by: Nanyonga Aziida,, et al.
Published: (2021)

Surgeons’ experience in breast conserving surgery: does it influence surgical margin?
by: Shahrun Niza Abdullah Suhaimi,, et al.
Published: (2016)

Economic Evaluation of National Patient Blood Management Clinical Guidelines in Cardiac Surgery
by: Irving, A.H., et al.
Published: (2022)

AntiPORT: adaptation of a transfusion prediction score to an Australian cardiac surgery population
by: Yeates, J., et al.
Published: (2022)

Early and late outcomes after isolated aortic valve replacement in octogenarians: An Australasian Society of Cardiac and Thoracic Surgeons Cardiac Surgery Database Study
by: Saxena, A., et al.
Published: (2012)

Mothers' knowledge and understanding of their child's care at the time of cardiac surgery
by: Tallon, Mary
Published: (2012)

Present-day stresses in Brunei, NWBorneo: superposition of deltaic and active margin tectonics
by: King, R., et al.
Published: (2009)

Present-day stress orientations and tectonic provinces of the NW Borneo collisional margin
by: King, R., et al.
Published: (2010)

Intra-operative spectroscopic assessment of surgical margins during breast conserving surgery
by: Shipp, Dustin W., et al.
Published: (2018)

Fast Prototype of a Wireless Cardiac Rhythm InterpretiveInstrument
by: Wong, Kiing-Ing, et al.
Published: (2008)

Transfusion practice varies widely in cardiac surgery: Results from a national registry
by: McQuilten, Z., et al.
Published: (2014)

Derivation of a multi-biomarker model and score as a predictor of 30-day mortality in critically ill sepsis patients: A prospective cohort study
by: Wan Shukeri, Wan Fadzlina, et al.
Published: (2017)

Machine Learning Algorithms for Predicting and Risk Profiling of Cardiac Surgery-Associated Acute Kidney Injury
by: Penny-Dimri, J.C., et al.
Published: (2021)

Introduction of universal prestorage leukodepletion of blood components, and outcomes in transfused cardiac surgery patients
by: McQuilten, Z., et al.
Published: (2015)

In-patient step count predicts re-hospitalization after cardiac surgery
by: Takahashi, T., et al.
Published: (2015)