Using Discrete Event Simulation to Improve Diagnostic Imaging Resource Utilization Pheba Philip Ashley Robinson June 2014
MD Anderson & the Breast Diagnostic Center Problem & Aim Statement Simulation Preparation Building the Simulation Initial Results Next Steps Challenges Outline
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
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
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
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.
SIMULATION PREPARATION
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
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
Four Patient Flow Charts Diagnostic Mammo Ultrasound Diagnostic to Mammo Stereotactic Simulation Preparation
Process Flow
Simulation Preparation
Activities captured for Electronic Data Validation Simulation Simulation Preparation Data Collection
34% 42% 24% Baseline 63.4 (min) Data Collection Simulation Preparation
Data Collection Simulation Preparation
BUILDING THE SIMULATION
Building the Simulation
Insert the schedule of all labor resources represented in the model
Building the Simulation Wait Area Entrance & Exit Radiologist Reading Room Diagnostic Mammo Ultrasound Diagnostic Mammo Patient Path
Building the Simulation
Initial Results
Next Steps Validate simulation results Recommend changes based on simulation output Create new simulation with recommended changes
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
Supplementary MD Anderson Volume of Clinical Activity 2
Supplementary
-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