Automated calculation of ontology-based planning proposals: An application in reconstructive oral and maxillofacial surgery

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Abstract

Background: Structured modelling of surgical knowledge and its automated processing is still challenging. The aim of this work is to introduce a novel approach for automated calculation of ontology-based planning proposals in mandibular reconstruction and conduct a feasibility study. Methods: The presented approach is composed of an RDF(S) ontology, a 3D mandible template and a calculator-optimiser algorithm to automatically calculate reconstruction proposals with fibula grafts. To validate the viability of the approach, a feasibility study was conducted on 164 simulated mandibular reconstructions. Results: The ontology defines 244 different reconstruction variants and 80 analyses for optimization. In 146 simulated cases, a proposal could be automatically calculated (average time 8.79 ± 4.03 s). The assessments of the proposals by three clinical experts indicate the viability of the approach. Conclusions: Due to the modular separation between computational logic and domain knowledge, the developed concepts can be easily maintained, reused and adapted for other applications.

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Hagen, N., Weichel, F., Kühle, R., Knaup, P., Freudlsperger, C., & Eisenmann, U. (2023). Automated calculation of ontology-based planning proposals: An application in reconstructive oral and maxillofacial surgery. International Journal of Medical Robotics and Computer Assisted Surgery, 19(6). https://doi.org/10.1002/rcs.2545

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