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Weaning outcome prediction from heterogeneous time series using Normalized Compression Distance and Multidimensional Scaling

J.M. Lillo-Castellano, I. Mora-Jiménez, R. Santiago-Mozos, J.L. Rojo-Álvarez, J. Ramiro-Bargueño, A. Algora-Weber
2013 Expert systems with applications  
In this work, we propose the joint use of two statistical data techniques, the Normalized Compresion Distance (NCD) and the Multidimensional Scaling (MDS), to deal with the data heterogeneity in the monitoring  ...  Different methods for weaning outcome prediction have been proposed, using variables and time series from the monitoring systems, however, monitored data are often non-regularly sampled, hence limiting  ...  The authors would like to thank María Tato Cerdeiras, specialist of health care applications in Philips Ibérica, Madrid, Spain, for her help in the weaning data extraction task.  ... 
doi:10.1016/j.eswa.2012.09.027 fatcat:e6qwlbxpu5edzds4qpjrfv26zy

Current Diagnosis and Management of Cervical Spondylotic Myelopathy

Joshua Bakhsheshian, Vivek A. Mehta, John C. Liu
2017 Global Spine Journal  
Conclusions: Early recognition and treatment of CSM, before the onset of spinal cord damage, is essential for optimal outcomes.  ...  Further high-quality randomized clinical studies with long-term follow up are still needed to further define the natural history and help predict the ideal surgical strategy.  ...  to change. 20 The original JOA was modified from grading the use of chopsticks (widely used in East Asian countries) to grading the use of a spoon (widely used in Western countries). 19 The JOA scales  ... 
doi:10.1177/2192568217699208 pmid:28894688 fatcat:zjpxo3zwd5heffd6xuozuzfdfu

CCCF 2017 Abstracts

2018 Canadian Journal of Anesthesia  
We found marked heterogeneity in the timing of radiological examinations and timing and method of neurological assessments.  ...  Conclusions: CT and MRI are useful for predicting poor neurological outcome after cardiac arrest.  ...  One of them received colimycin, 3 received tobramycin and 2 were treated with both alternately. The median time of treatment was 74 days (69-161).  ... 
doi:10.1007/s12630-018-1162-7 pmid:29858988 fatcat:gkyys6p2g5d6dhbyrwx2psouly

Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications [article]

Jin Li, Benjamin J. Cairns, Jingsong Li, Tingting Zhu
2021 arXiv   pre-print
EHR-M-GAN is capable of capturing the multidimensional, heterogeneous, and correlated temporal dynamics in patient trajectories.  ...  Notably, prediction models for outcomes of intensive care performed significantly better when training data was augmented with the addition of EHR-M-GAN-generated timeseries.  ...  Understanding vasopressor intervention and weaning: risk prediction in a public heterogeneous clinical time series database.  ... 
arXiv:2112.12047v1 fatcat:hvul4asuhfdtzbwjqlox5id23e

ESICM LIVES 2016: part three

T. Velasquez, G. Mackey, J. Lusk, U. G. Kyle, T. Fontenot, P. Marshall, L. S. Shekerdemian, J. A. Coss-Bu, A. Nishigaki, T. Yatabe, T. Tamura, K. Yamashita (+2609 others)
2016 Intensive Care Medicine Experimental  
The results suggest that AM could be useful for LCOS prediction. More data are necessary to confirm the role in the prediction of relevant outcomes.  ...  Methods: We used the administrative claims data of all Diagnosis Procedure Combination (DPC) hospitals in Japan from April 1, 2011 to March 31, 2012, and retrospectively reviewed the number and outcome  ...  We established modified Rankin Scale (mRS: poor outcome >2) and Glasgow Outcome Scale (GOS, poor outcome < 4) at ICU discharge. We used %, mean (SD) and median (minimal/maximum).  ... 
doi:10.1186/s40635-016-0100-7 fatcat:ymmv7gxkdjdq5jq3idaxr46knu

Proceedings of Réanimation 2019, the French Intensive Care Society International Congress

2019 Annals of Intensive Care  
which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license  ...  , and indicate if changes were made.  ...  Patients and methods: An interrupted time-series study was conducted in a medical 24-bed ICU from January 2013 to December 2016.  ... 
doi:10.1186/s13613-018-0474-7 pmid:30924032 pmcid:PMC6439134 fatcat:63e2oaa7enff7jsda77yr2g4ri

Basic and advanced neurophysiology in the prognostic and diagnostic evaluation of disorders of consciousness: review of an IFCN-endorsed expert group

A. Comanducci, M. Boly, J. Claassen, M. De Lucia, RM. Gibson, E. Juan, S. Laureys, L. Naccache, AM. Owen, M. Rosanova, AO. Rossetti, C. Schnakers (+3 others)
2020 Clinical Neurophysiology  
technical and conceptual caveats.The primary aim of this narrative review is to bridge the gap between standard and emerging electrophysiological measures for the detection and prediction of recovery  ...  Thepast few years have witnessed an unprecedented surge in EEG-related research applied to the prediction and detection of recovery of consciousness after severe brain injury,opening up the prospect that  ...  Real-time processing of brain signals.  ... 
doi:10.1016/j.clinph.2020.07.015 pmid:32917521 fatcat:i2ivbbfgubbslfpntrkhfxqn2a

Proceedings of Réanimation 2017, the French Intensive Care Society International Congress

Wulfran Bougouin, Eloi Marijon, Benjamin Planquette, Nicole Karam, Florence Dumas, David Celermajer, Daniel Jost, Lionel Lamhaut, Frankie Beganton, Alain Cariou, Guy Meyer, Xavier Jouven (+1174 others)
2017 Annals of Intensive Care  
A higher interpleural distance was associated with SBT failure and weaning failure. Patient with weaning failure had more often large pleural effusion (34 vs 12%, p < 0.01).  ...  The assessment scale included 15 items divided into 4 categories (cardiac arrest recognition, call for help, chest compression and use of defibrillator).  ...  We studied the factors correlated with poor prognosis in terms of death or Glasgow Outcome Scale (GOS) in univariate and multivariate analysis.  ... 
doi:10.1186/s13613-016-0223-8 fatcat:4gkv7d3debfadevydzus3jkmu4

Autologous Fascia Sling Technique for Dural Reconstruction Following Transtemporal Petrosectomy Approaches

Amanda Podolski, Robert Jyung, James Liu
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312342 fatcat:yveo7s2jl5eevb76nrt2budknm

Outcomes Following Lateral Temporal Bone Resection for Squamous Cell Carcinoma

Aaron Tward, Alicia Quesnel, Michael Moore, Daniel Deschler, Michael McKenna, Derrick Lin
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312348 fatcat:qkh7hynh6naajghqzonewsqg2i

Combined Supra-Infratentorial Microsurgical Approach for Petroclival and Tentorial-Incisural Extra-Axial Lesions

Hamad Farhat, Michael Schinners, Jin Zhao, Richard Wiet, Ivan Ciric
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312292 fatcat:ooozo3xl2vhmpdqpu5kbaogzwe

Complications Associated with a Transpterygoid Approach to Meningoencephalocele Repair

Nadieska Caballero, Kevin Welch, Lauren Lininger
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312169 fatcat:6pvznn6wgvhzrgomq7nihdxhaa

Removal of Hairy Polyp of the Eustachian Tube Using a Novel Skull Base Approach: Extended Transmastoid Excision

Anita Konka, Matthew Hanson
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312346 fatcat:sj3qxlhclfdztiwwuiaf6zv7am

The Learning Curve for Surgical Resection of Vestibular Schwannoma

Tamir Ailon, Ryojo Akagami
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312151 fatcat:qfsmiu5eejdhfbq4e2kwdcttju

Surgical Management of Jugular Foramen Meningioma

Junting Zhang, Jie Tang, Zhen Wu, Liwei Zhang, Guijun Jia, Xinru Xiao, Sumin Geng, Dabiao Zhou
2012 Journal of Neurological Surgery. Part B: Skull Base: an interdisciplinary approach  
The minimally invasive access through an eyelid incision involves dissection in normal tissue planes, preserves frontalis muscle fi bers, avoids injury to the fronto-temporal facial nerve branches, and  ...  (AFA) using scales for neurological and functional outcome analysis.  ...  Extent of tumor removal and extension were not predictive of good outcomes.  ... 
doi:10.1055/s-0032-1312066 fatcat:lfenov5ylngkhbjworfkyal66q
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