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The offline results showed that the average classification accuracy of all subjects reached 90%, and the online task completion rate was over 95%.

Users can complete the grab task with minimum commands, avoiding the control burden caused by complex commands. selleckchem This would provide a useful assistance means for people with severe motor impairment in their daily life.

Users can complete the grab task with minimum commands, avoiding the control burden caused by complex commands. This would provide a useful assistance means for people with severe motor impairment in their daily life.

For a traditional vision-based static sign language recognition (SLR) system, arm segmentation is a major factor restricting the accuracy of SLR.

To achieve accurate arm segmentation for different bent arm shapes, we designed a segmentation method for a static SLR system based on image processing and combined it with morphological reconstruction.

First, skin segmentation was performed using YCbCr color space to extract the skin-like region from a complex background. Then, the area operator and the location of the mass center were used to remove skin-like regions and obtain the valid hand-arm region. Subsequently, the transverse distance was calculated to distinguish different bent arm shapes. The proposed segmentation method then extracted the hand region from different types of hand-arm images. Finally, the geometric features of the spatial domain were extracted and the sign language image was identified using a support vector machine (SVM) model. Experiments were conducted to determine the feasibility of the method and compare its performance with that of neural network and Euclidean distance matching methods.

The results demonstrate that the proposed method can effectively segment skin-like regions from complex backgrounds as well as different bent arm shapes, thereby improving the recognition rate of the SLR system.

The results demonstrate that the proposed method can effectively segment skin-like regions from complex backgrounds as well as different bent arm shapes, thereby improving the recognition rate of the SLR system.

Newborn infants with birth weight less than 1500 grams defining very low birth weight (VLBW) constitute 1.2-1.5% of total live births and 15-20% of all admissions to neonatal units. Advances in antenatal care, care at delivery, and neonatal practice over the past few decades, have substantially improved outcomes in VLBW infants, and reduced neonatal mortality.

A retrospective single tertiary care center cohort study of VLBW infants with gestational age between 23-33 weeks admitted to the neonatal intensive care unit (NICU) in King Abdulaziz Medical City, Jeddah (KAMC-J) between January 1, 1994, and December 31, 2019 (26 years). The trends of survival of VLBW infants and major changes in clinical practice of premature care over a period of 26 years were evaluated.

Over a period of 26 years, 1,247 VLBW infants were admitted to the NICU that represents 1.43% (1.25-1.83%) of total live births. 50.80% (n = 634) were male, whereas the 49.2% (n = 613) were female. Among them, 1013 (81.2%) were discharged home he past 26 years (1994 -2019). This is attributed mainly to the improved survival of ELBW infants ( less then 1000 grams) and gestational age of ≤26 weeks.

Despite advances in managing nonimmune hydrops fetalis (NIHF), perinatal mortality is still significant. Fetal cardiac failure eventually occurs regardless of etiology. However, no previous study has addressed NIHF from fetal cardiologists’ perspective. Therefore, we evaluated etiology and management of a NIHF cohort requiring fetal cardiologist consultation in a developing country.

A single-center retrospective cohort study of 70 cases with NIHF that were referred to a fetal cardiology unit over four years was performed. Demographics, etiologic diagnosis, and outcomes of the cases were assessed. Antenatal management was evaluated using cardiovascular profile score (CVPS).

The most frequent diagnosis was Idiopathic hydrops 42(62.6%), followed by hydrops due to cardiac diseases 19(28.4%), and 3 dead fetuses were detected at the first fetal echocardiography. Treatment of fetal tachyarrhythmia (n = 7) had 100% success rate in terms of antenatal hydrops resolution. Digoxin was used in cases of structural hen be entirely reversed with antenatal therapy while non-tachyarrhythmia fetal cardiac disease outcomes are unfavorable regardless of therapy. On the other hand, idiopathic hydrops shows a limited potential response to digoxin in utero.

The aim was to assess the predictability of transcutaneous bilirubinometry in late preterm and term neonates at risk for pathological hyperbilirubinemia, and to identify the neonatal population in which transcutaneous bilirubin most accurately predicts serum bilirubin level (SB, mg/dl).

The correlations between transcutaneous bilirubin (TCB, mg/dl) and SB in different neonatal population subsets; and between ΔTSB (TCB-SB) and relevant neonatal variables and clinical groups were analyzed.

TCB correlated with SB (r = 0.82, p < 0.05) in the cohort (n = 350) and in population subsets (r = 0.81-0.9, p < 0.001). Black infants with gestational age (GA) >35 weeks and chronological age (CA) >3 days recorded strongest correlation (r = 0.9, p < 0.001) followed by Blacks, and non-Black infants with CA >3 days and GA >35 weeks. ΔTSB was positive in Blacks, and in infants with CA <3 days, or with no phototherapy. ΔTSB was negative in non-Blacks, in infants with positive direct Coombs test (DC+) or those receiving phototherapy. Black race [beta (SE) = 1.3(0.33), p < 0.001] had positive, while CA [beta (SE) =-1.74 (0.36), p < 0.001], DC + status [beta (SE) =-0.72 (0.25), p = 0.004] and receipt of phototherapy [beta (SE) =-0.84 (0.21), p < 0.001] each had negative correlation with ΔTSB. ΔTSB for Blacks was >Whites, Hispanics and Asians.

SB is best predicted by TCB in Black infants with CA over 3 days and GA over 35 weeks. Variability in SB estimation by TCB is race, CA and immune mediated hemolysis specific.

SB is best predicted by TCB in Black infants with CA over 3 days and GA over 35 weeks. Variability in SB estimation by TCB is race, CA and immune mediated hemolysis specific.