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Facial emotion recognition using deep quantum and advanced transfer learning mechanism.

Front Comput Neurosci

October 2024

Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia.

Introduction: Facial expressions have become a common way for interaction among humans. People cannot comprehend and predict the emotions or expressions of individuals through simple vision. Thus, in psychology, detecting facial expressions or emotion analysis demands an assessment and evaluation of decisions for identifying the emotions of a person or any group during communication.

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  • Breastfeeding is essential for infant development, providing vital nutrients and antibodies; the World Health Organization recommends exclusive breastfeeding for the first six months, followed by complementary feeding while continuing breastfeeding for up to two years or more.
  • * This study focuses on understanding breastfeeding and weaning practices among mothers of infants aged 9-12 months, conducted at Krishna Hospital using a validated questionnaire.
  • * Results showed that most mothers began weaning between six to seven months, commonly using dal and rice for feeding, with a significant number using plastic bottles; some mothers also delayed breastfeeding initiation and did not feed colostrum.
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  • The study investigates the health risks associated with lithium (Li) and other metals in bottled and spring water due to the growing demand for lithium linked to renewable energy.
  • Using a national database of water samples, researchers found concerning levels of various metals, with lithium concentrations that often exceeded safety limits, particularly in bottled water.
  • Results suggest significant correlations between lithium and other minerals, indicating potential health risks that necessitate further research and possible regulations on water quality.
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The increasing demand for plastic has resulted in a surge in plastic waste production. Polyethylene terephthalate (PET), commonly used in beverage bottle manufacturing, is only partially recycled, with an estimated recycling rate of just 28.4% in 2019.

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Delivering adequate nutrition to preterm and sick neonates is critical for growth. Infants in the neonatal intensive care unit (NICU) require additional calories to supplement feedings for higher metabolic demands. Traditionally, clinicians enter free-text diet orders for a milk technician to formulate recipes, and dietitians manually calculate nutrition components to monitor growth.

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