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Using Discrete Event Simulation to Improve Diagnostic Imaging Resource Utilization Pheba Philip Ashley Robinson June 2014
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MD Anderson & the Breast Diagnostic Center Problem & Aim Statement Simulation Preparation Building the Simulation Initial Results Next Steps Challenges Outline
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Background on MD Anderson Located in Houston, TX Found in 1941 20,000 Employees (1,600 faculty) 650 inpatient beds 1.3 M outpatient visits Provided care to 120,000 patients in 2013 Ranked Number 1 in cancer care by U.S. News and World Report
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Background Breast Diagnostic Imaging Sub-specialty of the Department of Diagnostic Radiology Biopsies performed and Images taken of the breast to identify cancer Over 54,000 procedure performed
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Why use Simulation? Understanding of complex systems Identification of constraints in the system (patient flow, staff utilization, resource management) Testing & experimentation Visual tool to enhance communication FlexSim Healthcare used for the simulation model
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Problem & Aim Statement Patients are experiencing long wait times and resources are under utilized in the breast diagnostic center. The aim is to build a simulation model that identifies opportunities to reduce patient wait time and better utilize resources by April 2014.
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SIMULATION PREPARATION
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Simulation Preparation Identify the Scope 1.Wait time of patients with appointments in Mammo and US 2.Utilization of labor and equipment 3.Scheduling of patients, radiologist, and techs
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Center Information Two Modalities: Diagnostic Mammo & Ultrasound (US) 9 US Techs / 9 Mammo Techs 3 US Radiologist / 2 Diagnostic Mammo Radiologist 2 Diagnostic Assistants 3 RNs 8 Breast US Rooms/ 8 Diagnostic Mammo Rooms Simulation Preparation
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Four Patient Flow Charts Diagnostic Mammo Ultrasound Diagnostic to Mammo Stereotactic Simulation Preparation
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Process Flow
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Simulation Preparation
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Activities captured for Electronic Data Validation Simulation Simulation Preparation Data Collection
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34% 42% 24% Baseline 63.4 (min) Data Collection Simulation Preparation
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Data Collection Simulation Preparation
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BUILDING THE SIMULATION
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Building the Simulation
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Insert the schedule of all labor resources represented in the model
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Building the Simulation Wait Area Entrance & Exit Radiologist Reading Room Diagnostic Mammo Ultrasound Diagnostic Mammo Patient Path
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Building the Simulation
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Initial Results
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Next Steps Validate simulation results Recommend changes based on simulation output Create new simulation with recommended changes
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Before you begin… What are you simulating? Are you simulating something you can’t change? Are you attempting to simulate EVERYTHING? EEK! Validate, Validate, VALIDATE
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Supplementary MD Anderson Volume of Clinical Activity 2
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Supplementary
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-Key Stats -LOS -Average Wait Times -Volumes -Operating Hours (closing time) -Evaluation -Modality concerns -Bottlenecks? -Space Sufficient? -Utilization -What-If Scenarios Projected Demand DI Processes & Service Times Facility Layout Simulation Model Supplementary
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