PROBABILISTIC MACHINE LEARNING FOR THE AUTHENTICATION OF THE PROTECTED DESIGNATION OF ORIGIN OF GREEK BOTTARGA FROM MESSOLONGI: A GENERIC METHODOLOGY TO COPE WITH VERY SMALL NUMBER OF SAMPLES

Probabilistic Machine Learning for the Authentication of the Protected Designation of Origin of Greek Bottarga from Messolongi: A Generic Methodology to Cope with Very Small Number of Samples

Consumers are increasingly interested in the geographical origin of foodstuff, as an important characteristic of food authenticity and quality.To assure the authenticity of the geographical origin, various methods have been proposed.Stable isotope analysis is a method that has been extensively used for products like wine, oil, and meat by using lar

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Highly Efficient Clinical Trials Simulator (HECT): Software application for planning and simulating platform adaptive trials [version 2; peer review: 1 approved, 2 approved with reservations]

Background: Adaptive designs and platform designs are among two common clinical trial innovations that are increasingly being used to manage medical intervention portfolios and attain faster regulatory approvals.Planning of adaptive and platform trials necessitate simulations to understand how a set of adaptation rules will likely affect the proper

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LED-Display Defect Detection Based on YOLOv5 and Transformer

In the case of small and medium-sized enterprises (SMEs), it is not easy to find a solution for predictive maintenance Raypak PR206/406 Heater Parts or product failure diagnosis because they use fewer infrastructures than large companies and use a low-volume production method.In SME manufacturing facilities, people inspect products directly, what l

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Asymmetric Controlled Bidirectional Remote Preparation of Single- and Three-Qubit Equatorial State in Noisy Environment

We present an asymmetric controlled bidirectional remote preparation scheme under the control of Charlie, where Alice transmits an arbitrary single-qubit equatorial state to Bob and Bob transmits an arbitrary three-qubit equatorial state to Alice.First, the quantum channel is constructed by using Hadamard ( ${H}$ ) and CNOT operations.Second, we co

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Study protocol for The Emory 3q29 Project: evaluation of neurodevelopmental, psychiatric, and medical symptoms in 3q29 deletion syndrome

Abstract Background 3q29 deletion syndrome is caused by a recurrent hemizygous 1.6 Mb deletion on the long arm of chromosome 3.The syndrome is rare (1 in 30,000 individuals) and is associated with mild to moderate intellectual disability, increased risk for autism and anxiety, and a 40-fold increased risk for schizophrenia, along Mystery Box with a

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