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Mathematical Modeling for Neuropathic Pain: Bayesian Linear Regression and Self-Organizing Maps Applied to Carpal Tunnel Syndrome

Oscar J. Pellicer-Valero, José D. Martín-Guerrero, Margarita I. Cigarán-Méndez, Carmen Écija-Gallardo, César Fernández-de-las-Peñas, Esperanza Navarro-Pardo
2020 Symmetry  
) and self-organizing maps (SOMs) in carpal tunnel syndrome (CTS).  ...  This study applied mathematical modeling to analyze the relationship of psychological, psychophysical, and motor variables with pain, function, and symptom severity using Bayesian linear regressions (BLR  ...  Figure 6 . 6 Self-organizing maps of the clinical, neuro-physiological, psychological, and motor features in women with carpal tunnel syndrome.  ... 
doi:10.3390/sym12101581 fatcat:i3wjrfdzmvaphkm25t7fyvj7by

Editorial of Special Issue "Application of Mathematical Modelling and Symmetry in Neuroscience"

Esperanza Navarro-Pardo
2022 Symmetry  
The first article is "Spectral Clustering Reveals Different Profiles of Central Sensitization in Women with Carpal Tunnel Syndrome (CTS)" [...]  ...  The fourth article is "Mathematical modeling for Neuropathic Pain: Bayesian Linear Regression and Self-Organizing Maps Applied to Carpal Tunnel Syndrome" [15] .  ...  In addition, to complement the findings of BLR and to develop further insights into the data, the authors propose the use of a self-organizing map (SOM) [16] , which is an artificial neural network for  ... 
doi:10.3390/sym14050961 fatcat:jil4u4tm5fg3jbnje3gxy73mpm

12th European Headache Federation Congress jointly with 32nd National Congress of the Italian Society for the Study of Headaches

2018 The Journal of Headache and Pain  
The KATP channel in migraine pathophysiology: a novel therapeutic target for migraine.  ...  Missing MHD values were imputed based on a Bayesian hierarchical regression model.  ...  Multiple regression models were applied in order to explore the relationship between migraine and dietary tryptophan intake.  ... 
doi:10.1186/s10194-018-0900-0 pmid:30238173 fatcat:hlgsrs5rqjfhljewkvkgkhjq34

Abstracts of the 15th Annual Meeting of the Israel Society for Neuroscience (Eilat, Israel, December 3–5, 2006)

2007 Neural Plasticity  
The meeting also offers the opportunity for the researchers to exchange information with each other, often leading to the initiation of collaborative studies.  ...  The primary goal of the society was to promote and disseminate the knowledge and understanding acquired by its members, and to strengthen interactions between them.  ...  Acknowledgments: we thank Yael Handler, Mor Nahum, and Sarit Szpiro for their contribution.  ... 
doi:10.1155/2007/73079 fatcat:6ttewkzqh5cmzb433ffyv3t5xi

ePresentation Sessions

2018 European Journal of Neurology  
aims: Carpal tunnel syndrome (CTS) is the most common entrapment neuropathy.  ...  Between-group differences, associations and longitudinal changes were assessed using multivariable linear regression models, adjusted for age and gender.  ...  The symptoms were usually of mild to moderate intensity. In upper extremities, the symptoms mostly corresponded with clinically symptomatic carpal tunnel syndrome.  ... 
doi:10.1111/ene.13700 fatcat:xk5co6xixzbs3n7wnhc5xjkpv4

46th Annual Congress of the Canadian Neurological Sciences Federation

2011 Canadian Journal of Neurological Sciences  
Peripheral nerve stimulation (PNS) has been used for treatment of neuropathic pain for more than 40 years.  ...  Traditional multiple logistic and linear regression techniques were performed. Results from these techniques were compared with those generated from Bayesian statistical analysis.  ...  Nervous System: serotonin syndrome.  ... 
doi:10.1017/s0317167100017078 fatcat:ls3brekxcnd75hsemllula2duq