intensive care unit;
intensive care unit beds;
resource utilization;
simulation;
statistical modeling;
HEALTH-CARE;
MORTALITY;
PERFORMANCE;
MANAGEMENT;
DISCHARGE;
IMPACT;
NEED;
D O I:
10.1097/CCM.0b013e3182374828
中图分类号:
R4 [临床医学];
学科分类号:
1002 ;
100602 ;
摘要:
Objectives: To develop a mathematical model for simulating the daily bed occupancy in an intensive care unit. Design: Data collection and retrospective analysis to develop a mathematical model for simulating daily bed occupancy in an intensive care unit. Setting: We studied all admissions to the intensive care unit at the Hospital of Navarra over a 9-yr period. Patients: Six-thousand three-hundred adult patients consecutively admitted to intensive care units at a tertiary care hospital. Interventions: None. Measurements and Main Results: The large set of data collected comprises an arrivals file, a patient file, and a bed occupancy file. The arrival file records the number of patients admitted to the intensive care unit each day, by admission type, and by day of the week. The patient file contains records for all patients admitted to the intensive care unit during the study period: admission type, admission and discharge dates, age, sex, Acute Physiology and Chronic Health Evaluation II score within the first 24 hrs, infections during hospitalization, and mortality. We used these two files to fit appropriate statistical models of arrival rates and length of stay by patient type. Based on this statistical analysis and the representation of the intensive care unit as a queuing problem, we built a simulation model. The bed occupancy file records the number of occupied beds at 4:00 PM each day. We used this file to validate the simulation model by testing the similarity of the real and simulated output data. The simulation model also includes bed management decisions related to patient discharge. Results: We obtained a valid simulation model that reproduced on a computer the patient flow through the intensive care unit at the Hospital of Navarra. This computerized simulation model can be used to study the intensive care unit bed occupancy profile and can be used as a reliable sizing and capacity analysis tool. As an example, we present the problem of estimating the number of beds needed to meet an increase in patient arrivals at the intensive care unit because of different causes. Conclusions: It is possible to develop simulation models that can be used to predict future intensive care unit resource needs. (Crit Care Med 2012; 40:1098-1104)
机构:
Tokyo Med & Dent Univ, Grad Sch Med, Dept Hlth Policy & Informat, Tokyo, JapanUniv Tokyo, Sch Publ Hlth, Dept Clin Epidemiol & Hlth Econ, Tokyo, Japan
Fushimi, Kiyohide
Yasunaga, Hideo
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机构:
Univ Tokyo, Sch Publ Hlth, Dept Clin Epidemiol & Hlth Econ, Tokyo, JapanUniv Tokyo, Sch Publ Hlth, Dept Clin Epidemiol & Hlth Econ, Tokyo, Japan
机构:
Univ Michigan, Dept Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
Univ Penn, Leonard Davis Inst Hlth Econ, Philadelphia, PA 19104 USAUniv Michigan, Dept Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
Iwashyna, Theodore J.
Kramer, Andrew A.
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机构:
Cemer Corp, Kansas City, MO USAUniv Michigan, Dept Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
Kramer, Andrew A.
Kahn, Jeremy M.
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机构:
Univ Penn, Dept Pulm Allergy & Crit Care Med, Philadelphia, PA 19104 USA
Univ Penn, Leonard Davis Inst Hlth Econ, Philadelphia, PA 19104 USAUniv Michigan, Dept Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
机构:
Soroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Soroka Univ, Med Ctr, Internal Med Div, Beer Sheva, Israel
Ben Gurion Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Sagy, Iftach
Zimhony-Nissim, Noa
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机构:
Soroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Ben Gurion Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Zimhony-Nissim, Noa
Brandstaetter, Evgenia
论文数: 0引用数: 0
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机构:
Soroka Univ, Med Ctr, Internal Med Div, Beer Sheva, Israel
Ben Gurion Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Brandstaetter, Evgenia
Lipnitzki, Inna
论文数: 0引用数: 0
h-index: 0
机构:
Soroka Univ, Med Ctr, Internal Med Div, Beer Sheva, Israel
Ben Gurion Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Lipnitzki, Inna
Musa, Hadeel
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机构:
Ben Gurion Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Musa, Hadeel
Rosen, Yakov
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机构:
Kaplan Med Ctr, Diabet Endocrinol & Metab Dis Inst, Rehovot, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
Rosen, Yakov
Barski, Leonid
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机构:
Soroka Univ, Med Ctr, Internal Med Div, Beer Sheva, Israel
Ben Gurion Univ Negev, Fac Hlth Sci, Beer Sheva, IsraelSoroka Univ, Med Ctr, Clin Res Ctr, POB 151, IL-84101 Beer Sheva, Israel
机构:
George Washington Univ, Dept Anesthesia & Crit Care Med, Washington, DC 20052 USA
Cerner Corp, Vienna, VA USAGeorge Washington Univ, Dept Anesthesia & Crit Care Med, Washington, DC 20052 USA