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Processual Reasoning over Sequences of Situations in Endoscopic Surgery
Sebastian Siemoleit1, Alexandr Uciteli1, Richard Bieck2
1Institute for Medical Informatics, Statistics and Epidemiology (IMISE), Leipzig University, Germany.
This study introduces a novel ontology design pattern for minimally invasive surgery navigation. It overcomes limitations in current systems by integrating dynamic ontological classes for improved situational awareness without external markers.
Area of Science:
- Medical Technology
- Computer Science
- Ontology Engineering
Background:
- Minimally invasive surgery (MIS) offers faster patient recovery but presents navigation challenges due to limited direct visualization.
- Current surgical navigation systems rely on external markers, leading to inaccuracies and extensive technical requirements.
- The BIOPASS project seeks to develop marker-less navigation for enhanced surgical precision.
Purpose of the Study:
- To develop an ontology-based approach for real-time surgical navigation in minimally invasive procedures.
- To address the limitations of Web Ontology Language in modeling temporal conditions for comprehensive situational descriptions.
- To create a system that infers movement, actions, and risks using multimodal sensor data and process models.
Main Methods:
- Development of an ontology to describe surgical situations and temporal relationships.
- Integration of dynamic ontological classes to model temporal conditions, overcoming Web Ontology Language limitations.
- Relating real-time multimodal sensor data with static surgical process models for inferential capabilities.
Main Results:
- A novel ontology design pattern enabling the modeling of temporal relations within surgical scenarios.
- A framework for inferring surgical actions, movement directions, and identifying at-risk anatomical structures.
- A potential solution for marker-less surgical navigation, reducing inaccuracies associated with current systems.
Conclusions:
- The proposed ontology design pattern effectively addresses the temporal modeling limitations of Web Ontology Language for surgical navigation.
- This approach enhances situational awareness for surgeons, improving safety and precision in minimally invasive procedures.
- The BIOPASS project's methodology offers a promising advancement in marker-less surgical navigation technology.
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