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Setting Up a Stroke Team Algorithm and Conducting Simulation-based Training in the Emergency Department - A Practical Guide
Published on: January 15, 2017
Toward Value-Based Healthcare through Interactive Process Mining in Emergency Rooms: The Stroke Case
Gema Ibanez-Sanchez1, Carlos Fernandez-Llatas2,3, Antonio Martinez-Millana4
1SABIEN-ITACA, Universitat Politècnica de València, 46022 València, Spain. geibsan@itaca.upv.es.
Process Mining, a transparent Data Science tool, enhances Value-Based Healthcare by making clinical processes understandable. This study shows how it improves emergency care quality, particularly for stroke patients.
Area of Science:
- Health Informatics
- Data Science in Healthcare
- Process Management
Background:
- Value-Based Healthcare (VBHC) implementation requires understanding clinical processes and patient value chains.
- Classical Data Mining techniques lack transparency, hindering trust and adoption in the medical domain.
- Process Mining offers interpretable Data Science solutions for healthcare.
Purpose of the Study:
- To analyze how Process Mining techniques can support healthcare professionals in applying Value-Based Healthcare.
- To demonstrate the utility of Process Mining in characterizing emergency care processes.
Main Methods:
- Exploration of Process Mining techniques applied to emergency care.
- Analysis of critical timing in Stroke treatment using a Question-Driven methodology.
- Utilized a real-world dataset of 9046 emergency episodes from 2145 stroke patients (Jan 2010 - Jun 2017).
Main Results:
- Process Mining effectively differentiates the patient flow of stroke cases from other emergency cases.
- The study highlights the potential of Process Mining to reveal process variations and inefficiencies.
- Demonstrated enhanced understanding of emergency processes for health professionals.
Conclusions:
- Process Mining is a valuable, human-understandable tool for advancing Value-Based Healthcare.
- Improved understanding of clinical processes through Process Mining can lead to enhanced quality of care.
- Process Mining facilitates the transparent application of Data Science in healthcare decision-making.
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