An Empirical Derivation of the Optimal Time Interval for Defining ICU Readmissions

Background:Intensive care unit (ICU) readmission rates are commonly viewed as indicators of ICU quality. However, definitions of ICU readmissions vary, and it is unknown which, if any, readmissions are associated with ICU quality. Objective:Empirically derive the optimal interval between ICU discharge and readmission for purposes of considering ICU readmission as an ICU quality indicator. Research Design:Retrospective cohort study. Subjects:A total of 214,692 patients discharged from 157 US ICUs participating in the Project IMPACT database, 2001–2008. Measures:We graphically examined how patient characteristics and ICU discharge circumstances (eg, ICU census) were related to the odds of ICU readmissions as the allowable interval between ICU discharge and readmission was lengthened. We defined the optimal interval by identifying inflection points where these relationships changed significantly and permanently. Results:A total of 2242 patients (1.0%) were readmitted to the ICU within 24 hours; 9062 (4.2%) within 7 days. Patient characteristics exhibited stronger associations with readmissions after intervals >48–60 hours. By contrast, ICU discharge circumstances and ICU interventions (eg, mechanical ventilation) exhibited weaker relationships as intervals lengthened, with inflection points at 30–48 hours. Because of the predominance of afternoon readmissions regardless of time of discharge, using intervals defined by full calendar days rather than fixed numbers of hours produced more valid results. Discussion:It remains uncertain whether ICU readmission is a valid quality indicator. However, having established 2 full calendar days (not 48 h) after ICU discharge as the optimal interval for measuring ICU readmissions, this study will facilitate future research designed to determine its validity.

[1]  A. Localio,et al.  Adjustments for Center in Multicenter Studies: An Overview , 2001, Annals of Internal Medicine.

[2]  Tobias Keck,et al.  Unplanned discharges from a surgical intensive care unit: readmissions and mortality. , 2010, Journal of critical care.

[3]  J. Devlin,et al.  Propofol Associated with a Shorter Duration of Mechanical Ventilation than Scheduled Intermittent Lorazepam: A Database Analysis Using Project Impact , 2007, The Annals of pharmacotherapy.

[4]  Alan C. Wilson,et al.  Weekend versus weekday admission and mortality from myocardial infarction. , 2007, The New England journal of medicine.

[5]  R. Hyzy,et al.  Bringing quality improvement into the intensive care unit , 2007, Critical care medicine.

[6]  Rolf Kalff,et al.  Readmission to a surgical intensive care unit: incidence, outcome and risk factors , 2008, Critical care.

[7]  Robert W. Taylor,et al.  Red blood cell transfusions and nosocomial infections in critically ill patients* , 2006, Critical care medicine.

[8]  W. Baigelman,et al.  Patient readmission to critical care units during the same hospitalization at a community teaching hospital , 2005, Intensive Care Medicine.

[9]  G. Westert,et al.  Quality measurement at intensive care units: which indicators should we use? , 2007, Journal of critical care.

[10]  N Snow,et al.  Readmission of patients to the surgical intensive care unit: Patient profiles and possibilities for prevention , 1985, Critical care medicine.

[11]  C. Franklin,et al.  Discharge decision‐making in a medical ICU: Characteristics of unexpected readmissions , 1983, Critical care medicine.

[12]  T. Williams,et al.  Examining the Occurrence of Adverse Events within 72 hours of Discharge from the Intensive Care Unit , 2007, Anaesthesia and intensive care.

[13]  S. Halpern ICU capacity strain and the quality and allocation of critical care , 2011, Current opinion in critical care.

[14]  Donald B. Chalfin,et al.  Impact of delayed transfer of critically ill patients from the emergency department to the intensive care unit* , 2007, Critical care medicine.

[15]  E John Orav,et al.  The relationship between hospital admission rates and rehospitalizations. , 2011, The New England journal of medicine.

[16]  M. Berg,et al.  Will benchmarking ICUs improve outcome? , 2009, Current opinion in critical care.

[17]  Harlan M Krumholz,et al.  Relationship between hospital readmission and mortality rates for patients hospitalized with acute myocardial infarction, heart failure, or pneumonia. , 2013, JAMA.

[18]  Wayne S Copes,et al.  A revised method to assess intensive care unit clinical performance and resource utilization* , 2007, Critical care medicine.

[19]  Mark V. Williams,et al.  The association between night or weekend admission and hospitalization-relevant patient outcomes. , 2011, Journal of hospital medicine.

[20]  S. Lemeshow,et al.  Effects of severity of illness on resource use by survivors and nonsurvivors of severe sepsis at intensive care unit admission* , 2002, Critical care medicine.

[21]  H. Stelfox,et al.  Hospital mortality among adults admitted to and discharged from intensive care on weekends and evenings. , 2008, Journal of critical care.

[22]  S. Ratcliffe,et al.  The epidemiology of intensive care unit readmissions in the United States. , 2012, American journal of respiratory and critical care medicine.

[23]  Peter J Pronovost,et al.  Patient flow variability and unplanned readmissions to an intensive care unit* , 2009, Critical care medicine.

[24]  E. McGlynn,et al.  Part 2: Measuring Quality of Care , 1996 .

[25]  J. Zimmerman,et al.  Intensive care unit readmissions in U.S. hospitals: Patient characteristics, risk factors, and outcomes* , 2012, Critical care medicine.

[26]  C. Sprung,et al.  Prospectively defined indicators to improve the safety and quality of care for critically ill patients: a report from the Task Force on Safety and Quality of the European Society of Intensive Care Medicine (ESICM) , 2012, Intensive Care Medicine.

[27]  D. Bates,et al.  Newton-Raphson and EM Algorithms for Linear Mixed-Effects Models for Repeated-Measures Data , 1988 .

[28]  S. Lemeshow,et al.  Association between Critical Care Physician Management and Patient Mortality in the Intensive Care Unit , 2008, Annals of Internal Medicine.

[29]  R H Brook,et al.  Quality of health care. Part 2: measuring quality of care. , 1997, The New England journal of medicine.

[30]  Kendiss Olafson,et al.  High occupancy increases the risk of early death or readmission after transfer from intensive care * , 2009, Critical care medicine.

[31]  J. Ware,et al.  Random-effects models for longitudinal data. , 1982, Biometrics.

[32]  T. Osler,et al.  Impact of patient volume on the mortality rate of adult intensive care unit patients , 2006, Critical care medicine.

[33]  J. H. Schuenemeyer,et al.  Generalized Linear Models (2nd ed.) , 1992 .

[34]  A. Rosenberg,et al.  Patients readmitted to ICUs* : a systematic review of risk factors and outcomes. , 2000, Chest.

[35]  T. Iwashyna,et al.  Intensive care unit occupancy and patient outcomes* , 2009, Critical care medicine.

[36]  J. Zimmerman,et al.  The use of benchmarking to identify top performing critical care units: a preliminary assessment of their policies and practices. , 2003, Journal of critical care.

[37]  R. Fernandez,et al.  Ward mortality after ICU discharge: a multicenter validation of the Sabadell score , 2010, Intensive Care Medicine.

[38]  Peter J Pronovost,et al.  Qualitative review of intensive care unit quality indicators. , 2002, Journal of critical care.

[39]  P. Stow,et al.  Factors associated with increased risk of readmission to intensive care in Australia , 2011, Intensive Care Medicine.

[40]  W J Sibbald,et al.  Patients readmitted to the intensive care unit during the same hospitalization: clinical features and outcomes. , 1998, Critical care medicine.

[41]  S. Cook,et al.  Project IMPACT: Results from a Pilot Validity Study of a New Observational Database , 2002, Critical care medicine.

[42]  D. Teres,et al.  Assessing contemporary intensive care unit outcome: An updated Mortality Probability Admission Model (MPM0-III)* , 2007, Critical care medicine.

[43]  Bekele Afessa,et al.  The association between nighttime transfer from the intensive care unit and patient outcome* , 2008, Critical care medicine.

[44]  M. Keegan,et al.  Evaluating the performance of an institution using an intensive care unit benchmark. , 2005, Mayo Clinic proceedings.

[45]  S. Nasraway,et al.  Morbid obesity is an independent determinant of death among surgical critically ill patients* , 2006, Critical care medicine.

[46]  Eric R. Ziegel,et al.  Generalized Linear Models , 2002, Technometrics.

[47]  M. Bailey,et al.  After-Hours Discharge from Intensive Care Increases the Risk of Readmission and Death , 2007, Anaesthesia and Intensive Care.

[48]  A J Rotondi,et al.  Are readmissions to the intensive care unit a useful measure of hospital performance? , 1999, Medical care.

[49]  H T Sørensen,et al.  Mortality after discharge from the intensive care unit during the early weekend period: a population‐based cohort study in Denmark , 2007, Acta anaesthesiologica Scandinavica.

[50]  E. Blackstone,et al.  Are all readmissions bad readmissions? , 2010, The New England journal of medicine.