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Detecting the pterygomaxillary disjunction using an instrumented hammer: A cadaveric study
Manon Bas Dit Nugues1, Giuseppe Rosi2, Charles Henri Flouzat-Lachaniette3
1CNRS, Univ Paris Est Creteil, Univ Gustave Eiffel, UMR 8208, MSME, 61, Avenue du Général de Gaulle, 94010 Créteil Cedex, France.
Background:
In many maxillofacial surgeries, the surgeon must perform a pterygomaxillary disjunction in order to separate the jaw from the skull. The disjunction is performed using an osteotome which is impacted with a hammer until its tip crosses through the pterygoid plates. To determine whether the disjunction has occurred and avoid complications, surgeons still rely on their proprioception.
Methods:
The aim of this study is to validate a vibroacoustic set-up constituted by an instrumented hammer equipped with a force sensor, aiming at detecting if the disjunction has occurred. To do so, fourteen osteotomies were performed in anatomical subject jaws. For each impact, the force signal was recorded and analyzed. A classification algorithm (Support Vector Machine method coupled with a cost matrix) was developed based on indicators extracted from the signal to determine whether the disjunction had occurred. Impacts were classified into two classes, one before and the other after the osteotome had crossed the pterygoid plates. To avoid undetected disjunctions a cost matrix was added to the algorithm. The coefficients from the matrix were chosen using by minimizing the Negative Likelihood Ratio.
Findings:
The algorithm was able to distinguish impacts before and after the disjunction with an accuracy of 96 %. Moreover, the instrumented hammer was able to detect the disjunction with a maximum delay of two impacts.
Interpretation:
These results pave the way for the development of a per-operative decision support system for the pterygomaxillary disjunction.
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