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- de Dios, Eddie, et al.
(författare)
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Introduction to Deep Learning in Clinical Neuroscience
- 2022
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Ingår i: Acta Neurochirurgica, Supplement. - Cham : Springer International Publishing. - 2197-8395 .- 0065-1419. ; 134, s. 79-89
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Bokkapitel (övrigt vetenskapligt/konstnärligt)abstract
- The use of deep learning (DL) is rapidly increasing in clinical neuroscience. The term denotes models with multiple sequential layers of learning algorithms, architecturally similar to neural networks of the brain. We provide examples of DL in analyzing MRI data and discuss potential applications and methodological caveats. Important aspects are data pre-processing, volumetric segmentation, and specific task-performing DL methods, such as CNNs and AEs. Additionally, GAN-expansion and domain mapping are useful DL techniques for generating artificial data and combining several smaller datasets. We present results of DL-based segmentation and accuracy in predicting glioma subtypes based on MRI features. Dice scores range from 0.77 to 0.89. In mixed glioma cohorts, IDH mutation can be predicted with a sensitivity of 0.98 and specificity of 0.97. Results in test cohorts have shown improvements of 5–7% in accuracy, following GAN-expansion of data and domain mapping of smaller datasets. The provided DL examples are promising, although not yet in clinical practice. DL has demonstrated usefulness in data augmentation and for overcoming data variability. DL methods should be further studied, developed, and validated for broader clinical use. Ultimately, DL models can serve as effective decision support systems, and are especially well-suited for time-consuming, detail-focused, and data-ample tasks.
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- Forsberg-Wärleby, Gunilla, 1953
(författare)
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Olika former av stöd till anhöriga [Elektronisk]
- 2009
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Ingår i: Vårdalinstitutets Tematiska rum: Stroke - vård, omsorg och rehabilitering. - : Vårdalinstitutet.
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Bokkapitel (övrigt vetenskapligt/konstnärligt)
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- Forsberg-Wärleby, Gunilla, 1953
(författare)
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Närstående
- 2007
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Ingår i: Vårdalinstitutet: Tematiska Rum: Strokerummet. - : Vårdalinstitutet Availible from: http://www.vardalinstitutet.net/PSUser/servlet/com.ausys.ps.web.use.
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Bokkapitel (övrigt vetenskapligt/konstnärligt)
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- Forsberg-Wärleby, Gunilla, 1953
(författare)
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Närståendes situation
- 2005
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Ingår i: Socialstyrelsens riktlinjer för strokesjukvård: medicinskt och hälsoekonomiskt faktadokument. - Stockholm : Socialstyrelsen. - 9185482064
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Bokkapitel (övrigt vetenskapligt/konstnärligt)
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- Stibrant Sunnerhagen, Katharina, 1957
(författare)
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Nyttjande av IKT inom rehabilitering
- 2012
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Ingår i: E-hälsa : innovationer, metoder, interventioner och perspektiv. Redaktörer: Gunvor Gard och Anita Melander Wikman. - Lund : Studentlitteratur. - 9789144067629 ; , s. 245-253
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Bokkapitel (övrigt vetenskapligt/konstnärligt)
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- Newton, Charles R., et al.
(författare)
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Infectious causes of epilepsy?
- 2014. - 1
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Ingår i: Neglected tropical diseases and conditions of the nervous system. - New York : Springer. - 9781461481003 - 9781461480990 ; , s. 355-367
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Bokkapitel (refereegranskat)abstract
- Epilepsy occurs throughout the world, and the prevalence appears to be higher in areas in which the incidence of infections of the central nervous system (CNS) is greater. However, establishing the causal relationship between infections and the development of epilepsy is difficult, since epilepsy occurs a variable period after an acute infection. In addition to this, not all people with chronic infestations of parasites develop epilepsy. We discuss possible CNS infections, particularly the neglected diseases associated with epilepsy, looking at possible mechanisms of epileptogenesis.
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