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Predicting postoperative knee flexion and pelvic tilt at initial contact of cerebral palsy children

C. Omar A. Galarraga 1, 2 Vincent Vigneron 1 Bernadette Dorizzi 3, 4, 5 Néjib Khouri, 6, 2 Eric Desailly 2
1 IBISC - Informatique, Biologie Intégrative et Systèmes Complexes
2 UNAM
3 SAMOVAR - Services répartis, Architectures, MOdélisation, Validation, Administration des Réseaux
4 TIPIC-SAMOVAR - Traitement de l'Information Pour Images et Communications
SAMOVAR - Services répartis, Architectures, MOdélisation, Validation, Administration des Réseaux
5 CNRS - Centre National de la Recherche Scientifique
6 CHU Necker - Enfants Malades [AP-HP]
Abstract : Increased knee flexion at initial contact (KFIC) is a common gait deviation in Cerebral Palsy. Hamstring lengthening surgery (HL) aims to decrease KFIC, but may affect pelvic tilt (PTIC). In this work, we design a decision-making tool that simulates the effect of orthopedic surgery, with or without HL, on KFIC and PTIC. The postoperative parameters are estimated given preoperative gait, physical examination and surgery. Nonlinear regressions are performed by feedforward neural networks. On test, the mean root-mean squared error for KFIC and PTIC are 9° and 5° respectively. Sixty-three percent and 90% of the lower limbs are estimated within a 10° error range for KFIC and PTIC respectively. The simulator is able to give good estimations independently of the surgery type.
Keywords : Prediction Artificial neural networks Cerebral palsy Clinical gait analysis Nonlinear regression
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Conference papers
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https://hal.archives-ouvertes.fr/hal-01706383
Contributor : Frédéric Davesne <>
Submitted on : Sunday, February 11, 2018 - 5:42:59 PM
Last modification on : Monday, August 24, 2020 - 4:16:08 PM

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  • HAL Id : hal-01706383, version 1

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CNRS | UNIV-EVRY | INSTITUT-TELECOM | TDS-MACS | TELECOM-SUDPARIS | IBISC | IBISC-SIBI

Citation

C. Omar A. Galarraga, Vincent Vigneron, Bernadette Dorizzi, Néjib Khouri,, Eric Desailly. Predicting postoperative knee flexion and pelvic tilt at initial contact of cerebral palsy children. 14th Congrès de la Société Francophone d’Analyse du Mouvemnt chez l’Enfant et l’Adulte (SOFEMA 2015), Feb 2015, Geneva, Switzerland. ⟨hal-01706383⟩

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