New Principles in the Operation of Neural Emulators in Medical Diagnosis.

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Title: New Principles in the Operation of Neural Emulators in Medical Diagnosis.
Authors: Khromushin, V. A.1 (AUTHOR) vik@khromushin.com, Pyatin, V. F.2 (AUTHOR), Eskov, V. V.3 (AUTHOR), Ilyashenko, L. K.4 (AUTHOR), Vokhmina, Yu. V.5 (AUTHOR)
Source: Biomedical Engineering. Jul2019, Vol. 53 Issue 2, p117-120. 4p.
Subjects: Diagnosis, Homeostasis, Mann Whitney U Test
Abstract: Despite ever wider use of neural computers (NC) and their simulators − neural emulators − in medicine, their further use comes up against the fundamental impossibility of using them to solve tasks of systemic synthesis (finding the most important diagnostic signs, x i ∗ , in medicine). This article presents two new principles (the chaotic organization of the initial state of weightings Wi0 of xi features and the principle of multiple reverberations), which can be solved using NC for systemic synthesis. Examples of the use of such special operating modes in cardiovascular physiology are presented. Uncertainties of types 1 and 2 in medicine are considered; these cannot be resolved within the framework of stochastics. [ABSTRACT FROM AUTHOR]
Copyright of Biomedical Engineering is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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  Data: <searchLink fieldCode="DE" term="%22Diagnosis%22">Diagnosis</searchLink><br /><searchLink fieldCode="DE" term="%22Homeostasis%22">Homeostasis</searchLink><br /><searchLink fieldCode="DE" term="%22Mann+Whitney+U+Test%22">Mann Whitney U Test</searchLink>
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  Data: Despite ever wider use of neural computers (NC) and their simulators − neural emulators − in medicine, their further use comes up against the fundamental impossibility of using them to solve tasks of systemic synthesis (finding the most important diagnostic signs, x i ∗ , in medicine). This article presents two new principles (the chaotic organization of the initial state of weightings Wi0 of xi features and the principle of multiple reverberations), which can be solved using NC for systemic synthesis. Examples of the use of such special operating modes in cardiovascular physiology are presented. Uncertainties of types 1 and 2 in medicine are considered; these cannot be resolved within the framework of stochastics. [ABSTRACT FROM AUTHOR]
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  Data: <i>Copyright of Biomedical Engineering is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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        Value: 10.1007/s10527-019-09889-x
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              Text: Jul2019
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