DeepAI AI Chat
Log In Sign Up

Conformance Checking for a Medical Training Process Using Petri net Simulation and Sequence Alignment

by   An Nguyen, et al.

Process Mining has recently gained popularity in healthcare due to its potential to provide a transparent, objective and data-based view on processes. Conformance checking is a sub-discipline of process mining that has the potential to answer how the actual process executions deviate from existing guidelines. In this work, we analyze a medical training process for a surgical procedure. Ten students were trained to install a Central Venous Catheters (CVC) with ultrasound. Event log data was collected directly after instruction by the supervisors during a first test run and additionally after a subsequent individual training phase. In order to provide objective performance measures, we formulate an optimal, global sequence alignment problem inspired by approaches in bioinformatics. Therefore, we use the Petri net model representation of the medical process guideline to simulate a representative set of guideline conform sequences. Next, we calculate the optimal, global sequence alignment of the recorded and simulated event logs. Finally, the output measures and visualization of aligned sequences are provided for objective feedback.


Conformance Checking Over Stochastically Known Logs

With the growing number of devices, sensors and digital systems, data lo...

Conformance Checking over Uncertain Event Data

Nowadays, more and more process data are automatically recorded by infor...

Entropia: A Family of Entropy-Based Conformance Checking Measures for Process Mining

This paper presents a command-line tool, called Entropia, that implement...

ASP-Based Declarative Process Mining

We put forward Answer Set Programming (ASP) as a solution approach for t...

Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study

Conformance checking is a process mining technique that allows verifying...

Optimizing Sepsis Care through Heuristics Methods in Process Mining: A Trajectory Analysis

Process mining can help acquire insightful knowledge and heighten the sy...

Process-oriented Iterative Multiple Alignment for Medical Process Mining

Adapted from biological sequence alignment, trace alignment is a process...