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Inter-laboratory reproduction and sensitivity study of a finite element model to quantify human femur failure load: Case of metastases.

Marc GardegarontAmelie SasDenis BrizardAurélie LevillainFrançois BermondCyrille B ConfavreuxJean-Baptiste PialatG Harry van LentheHélène FolletDavid Mitton
Published in: Journal of the mechanical behavior of biomedical materials (2024)
This study showed that, although being validated, the reproduced model underperformed when using another dataset. The difference in performance depending on the dataset is commonly the cause of overfitting when creating the model. However, the dataset used in the original paper (Sas et al., 2020a) and the Leuven's dataset gave similar performance, which indicates a lesser probability for the overfitting cause. Also, the model is highly sensitive to density parameters and automation of measurement may minimize the uncertainty on failure load. An uncertainty propagation analysis would give the actual precision of such model and improve our understanding of its behavior and is part of future work.
Keyphrases
  • mass spectrometry
  • bone mineral density