Return to Work After Lumbar Microdiscectomy – Personalizing Strategy By means of Predictive Modeling.
Stud Well being Technol Inform. 2016;224:181-Three
Authors: Papi? M, Brdar S, Papi? V, Lon?ar-Turukalo T
Lumbar disc herniation (LDH) is the most typical illness amongst working inhabitants requiring surgical intervention. This examine goals to foretell the return to work after operative therapy of LDH primarily based on the observational examine together with 153 sufferers. The classification drawback was approached utilizing determination bushes (DT), assist vector machines (SVM) and multilayer notion (MLP) mixed with RELIEF algorithm for function choice. MLP offered greatest recall of zero.86 for the category of sufferers not returning to work, which mixed with the chosen options permits early identification and customized focused interventions in direction of topics susceptible to extended incapacity. The predictive modeling indicated on the most decisive danger components in prolongation of labor absence: psychosocial components, mobility of the backbone and structural adjustments of side joints components together with standing, sitting and microclimate.
PMID: 27225576 [PubMed – indexed for MEDLINE]