Approach Based Lightweight Custom Convolutional Neural Network and Fine-Tuned MobileNet-V2 for ECG Arrhythmia Signals Classification

Arrhythmia detection in electrocardiogram (ECG) signals is a vital aspect of cardiovascular health monitoring.Current automated methods for arrhythmia classification often struggle to attain satisfactory performance in the detection of various heart conditions, particularly when dealing with imbalanced datasets.This study introduces a novel deep le

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Systematic analysis and optimization of early warning signals for critical transitions using distribution data

Summary: Abrupt shifts between alternative regimes occur in complex systems, from cell regulation to brain functions to ecosystems.Several model-free early warning signals (EWS) have been proposed to detect impending transitions, but failure or poor performance in some systems have called for better investigation of their generic applicability.Nota

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The Role of Subcontracting in Activating of Local Labour Market

This article explains the meaning of subcontracting in activation of local labour markets in Poland.It was Changing Cushion indicated what positive and negative results, subcontracting brings for handling labour market.Fundamentals of this work consist of critical study of BETAINE HYDROCHLORIDE legal acts regulating subcontracting in labour market

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Coordinated Expression of Cytosolic and Chloroplastic Glutamine Synthetase During Reproductive Stage and Its Impact in GS1 RNAi Transgenic Rice

To understand the reallocation of organic nitrogen from leaf to the flower head of rice, the role of glutamine synthetase (GS) was investigated by characterizing GS1 RNAi transgenic rice, which revealed a significant reduction in panicle number and number of seeds per panicle.We observed the expression of GS isotypes at transcriptional and protein

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