This decision-making and root cause analysis demonstration employs decision mining with machine learning and Petri Net, for example, in the manuscript, featuring annotated decision points.

The net indicates that if the case is not VMAT (Technique VMAT < 0.50), then QA was not conducted. Conversely, if the case is Brachy (Modality Brachy > 0.50), the recording was not carried out, which presents an issue.

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Bibliographic Details
Main Author:	Mohammad Bakhtiari (11838264) (author)
Published:	2025
Subjects:	Cancer Biological Sciences not elsewhere classified teams collaborate within physics chart checks driven leadership approach treatment planning process process improvement methodologies oriented management approach utilizing process mining process mining offers radiation oncology departments improving clinical workflows enhance patient care quality management system process mining radiation oncology traditional management quality management optimize workflows useful tool systemic thinking specific interventions sheer volume oar contouring markedly decreased inherent risks improving efficiency highest quality evolving demands ensuring safety detect inefficiencies conformance checking centric method case study
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This decision-making and root cause analysis demonstration employs decision mining with machine learning and Petri Net, for example, in the manuscript, featuring annotated decision points.

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