This study presents a novel approach to recognizing emotions in infants using machine learning models. To address the lack of infant-specific datasets, custom dataset infants' faces was created by extracting images from AffectNet dataset. The then used train various models with different parameters. best-performing model evaluated on City Infant Faces proposed deep achieved an accuracy 94.63% p...

Researchers and clinicians need to be aware of procedures that are more adaptable new different environments in premature infants; therefore, it is important conduct a comprehensive review the effect aromatherapy on apnea attacks oxygen saturation (SpO2) newborns. In this review, databases such as PubMed, Scopus, Web Science, Cochrane Library were systematically searched without language time l...

In this article, we have considered two families of predictors for the simultaneous prediction of actual and average values of study variable in a linear regression model when a set of stochastic linear constraints binding the regression coeecients is available. These families arise from the method of mixed regression estimation. Performance properties of these families are analyzed when the ob...

In this paper, we construct the uniform confidence band (UCB) of a time-varying trend in a partially linear model. A two-stage local linear regression is proposed to estimate the time-varying trend. Based on this estimate, we develop an invariance principle to construct the UCB of the trend function. The proposed methodology is used to estimate the Non-Accelerating Inflation Rate of Unemploymen...

INTRODUCTION Statistical interactions are a common component of data analysis across a broad range of scientific disciplines. However, the statistical power to detect interactions is often undesirably low. One solution is to elevate the Type 1 error rate so that important interactions are not missed in a low power situation. To date, no study has quantified the effects of this practice on power...

Real-time parametric statistical analysis of functional MRI (fMRI) data would potentially enlarge the scope of experimentation and facilitate its application to clinical populations. A system is described that addresses the need for rapid analysis of fMRI data and lays the foundation for dealing with problems that impede the application of fMRI to clinical populations. The system, I/OWA (Input/...

Introduction: Inguinal hernia is a more frequent problem in male infants with an increased incidence twin ones. Prematurity considered as risk factor. During open surgery of under general anesthesia, there high apnea especially the preterm infants. Caudal anesthesia could been effective approach for induction and analgesia. Case presentation: Here, we presented three two-months-old (3.5-3.9 kg)...

Infection and sepsis in preterm infants are a leading cause of morbidity mortality. Compared with full-term infants, more susceptible to infection owing their distinct immune function, prolonged hospitalization, higher likelihood undergoing invasive procedures. Timely recognition intervention the key factors for good prognosis. This requires rapid accurate diagnosis empirical antibiotics agains...

Considering the fact that early hypocalcemia is the most common type of neonatal hypocalcemia which manifests during the first few days of Iife (72 hours) and that hypocalcemia in low birth weight neonates is very common, this descriptive study on hypocalcemia was conducted to determine the frequency of hypocalcemia in low birth weight neonates in the city of Kashan in the first 9 months of...