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Medical Time Series Classification with Hierarchical Attention-based Temporal Convolutional Networks: A Case Study of Myotonic Dystrophy Diagnosis [article]

Lei Lin, Beilei Xu, Wencheng Wu, Trevor Richardson, Edgar A. Bernal
2019 arXiv   pre-print
We propose a hierarchical attention-based temporal convolutional network (HA-TCN) for myotonic dystrohpy diagnosis from handgrip time series data, and introduce mechanisms that enable model explainability  ...  Lastly, HA-TCN models can consistently identify relevant time series segments in the relaxation phase of the handgrip time series, and exhibit increased robustness to noise when compared to attention-based  ...  In this study, we focus on interpretable diagnosis of myotonic dystrophy from analysis of handgrip time series data.  ... 
arXiv:1903.11748v1 fatcat:vbujgsalg5dpzinc5weff3lniq

Deep Learning in Science [article]

Stefano Bianchini, Moritz Müller, Pierre Pelletier
2020 arXiv   pre-print
We find that DL adoption is negatively correlated with re-combinatorial novelty, but positively correlated with expectation as well as variance of citation performance.  ...  These search terms allow us to retrieve DL-related publications from Web of Science across all sciences. Based on that sample, we document the DL diffusion process in the scientific system.  ...  pyramid networks cav computer aided verification cnn convolutional neural network cnns convolutional neural networks crf conditional random fields ctc connectionist temporal classification  ... 
arXiv:2009.01575v2 fatcat:4ttqgjdjfjbydp7flnhcgg5p7m

Volume 2 of the Proceedings of the joint 12th International Conference on Methods and Techniques in Behavioral Research and 6th Seminar on Behavioral Methods held online May 18-22 2022 [article]

Andrew Spink, Jarosław Barski, Anne-Marie Brouwer, Gernot Riedel, Annesha Sil
2022 figshare.com  
Volume 2 of Measuring Behavior 2022, the joint 12th International Conference on Methods and Techniques in Behavioral Research and 6th Seminar on Behavioral Methods held online May 18-22 2022.  ...  Acknowledgements The study was supported by BST grant no WP/2018/A/90. Acknowledgments The authors acknowledge Hope Tech™ for their generation of chainrings used in the study. Acknowledgement This  ...  This work was supported by the Bavarian Ministry of Economic Affairs, Regional Development and Energy through the Center for Analytics -Data -Applications (ADA-Center) within the framework of "BAYERN DIGITAL  ... 
doi:10.6084/m9.figshare.20066849.v1 fatcat:zfef2d4x4fgsxibcplwkpae4yq

Volume 2 of the Proceedings of the joint 12th International Conference on Methods and Techniques in Behavioral Research and 6th Seminar on Behavioral Methods held online May 18-22 2022 [article]

Andrew Spink, Jarosław Barski, Anne-Marie Brouwer, Gernot Riedel, Annesha Sil
2022 figshare.com  
Volume 2 of Measuring Behavior 2022, the joint 12th International Conference on Methods and Techniques in Behavioral Research and 6th Seminar on Behavioral Methods held online May 18-22 2022.  ...  Acknowledgements The study was supported by BST grant no WP/2018/A/90. Acknowledgments The authors acknowledge Hope Tech™ for their generation of chainrings used in the study. Acknowledgement This  ...  This work was supported by the Bavarian Ministry of Economic Affairs, Regional Development and Energy through the Center for Analytics -Data -Applications (ADA-Center) within the framework of "BAYERN DIGITAL  ... 
doi:10.6084/m9.figshare.20066849.v2 fatcat:f7ndcnjqlfbr3ptetfjij4hehm

ACNP 57th Annual Meeting: Poster Session III

2018 Neuropsychopharmacology  
In a previous study, we developed the SASP (Senescence-Associated Secretory Phenotype) index, which is a composite measure of biomarkers related to senescence processes and can be viewed as an indicator  ...  This study aims to evaluate the association between SASP index with structural brain changes and cognitive performance in older adults with major depression.  ...  Keywords Background: Apathy is a known feature of Myotonic Dystrophy 1 (DM1); however, few studies have investigated the possible mechanisms.  ... 
doi:10.1038/s41386-018-0268-5 fatcat:wiooxnisvfhovadauljiso4ie4

Solid Phase Microextraction as a Short-Term Sampling Technique for BTEX Occupational Exposure

Patrick Y. Schüpfer, Cong Khanh Huynh
2008 Journal of Occupational and Environmental Hygiene  
In this case, collection and DNA isolation will be more difficult and time consuming.  ...  The aim of this study was to evaluate the use of nails as an alternative DNA source for the genetic identification of decomposed cadavers.  ...  Myotonic dystrophy (DM1) is caused by abnormal expansion of a polymorphic (CTG) n repeat, located in the DM protein kinase gene.  ... 
doi:10.1080/15459620802177484 pmid:18569516 fatcat:bjf22zzr3beljomywn7ooqn44e

Ramses, Ein Universelles Verarbeitungs- und Informations-System in der NMR-Diagnostischen Medizin [chapter]

Thomas Tolxdorff, Lutz Felsberg, Bernd Mecking, Klaus Gersonde
1986 GI — 16. Jahrestagung II  
.) ; Bertram, Albrecht An endochronic viscoplastic approach for materials with different behavior in tension and compression.  ...  on the mechanical behaviour of thermoplastic materials.  ...  (ext.) ; Wieacker, Peter Improvement of the diagnostic procedure in proximal myotonic myopathy/myotonic dystrophy type 2.  ... 
doi:10.1007/978-3-642-71389-7_50 dblp:conf/gi/TolxdorffFMG86 fatcat:o5u645j3yfe3limou5zoprhkoy

A new method for estimating the number of motor units in a muscle

Michael Peter Slawnych
1992
For the majority of the cases in which the number of observed potentials is not an integer power of 2, we have developed a novel decomposition method based on the analysis of the relative firing rates  ...  With MUESA, we introduce a method that interprets the muscle potentials in the context of a probabilistic activation framework.  ...  Duchenne Dystrophy Myotonic Dystrophy Limbgirdle and Facioscapulohumeral Dystrophies 6.  ... 
doi:10.14288/1.0065109 fatcat:5oesybhfxbcmhlxwodj5p25a5q

Biomedical Applications of Proteomics Edited by Related Titles from WILEY-VCH Proteomics in Practice A Laboratory Manual of Proteome Analysis 2002, 318 pages Proteomic and Genomic Analysis of Cardiovascular Disease Protein Microarray Technology 2003, 256 pages Biomedical Applications of Proteomics

Jean-Charles Sanchez, Garry Corthals, Denis Hochstrasser, Reiner Westermeier, Tom Naven, Jennifer Eyk, Michael Dunn, Stefan Lorkowski, Paul Cullen, Jean-Charles Sanchez, Garry Corthals, Denis Hochstrasser (+4 others)
unpublished
Emma Mc Gregor and Robin Wait kindly provided original image files for In memory of Professor Giovanni Galli, a colleague who is no longer with us.  ...  Simone Scheurer is a recipient of a fellowship from the Roche Research Foundation.  ...  However, when considered from the bedside, associating diagnosis with prognosis is an oxymoron: diagnosis is a generalization, the result of a classification that is independent of the individual case,  ... 
fatcat:zwm3cozyhbblvjtclhrrgfnmb4