scholarly journals A Joint Training Approach to Tweet Classification and Adverse Effect Extraction and Normalization for SMM4H 2021

Author(s):  
Mohab Elkaref ◽  
Lamiece Hassan
Author(s):  
Jun Hu ◽  
Wei Liu ◽  
Jiawen Kang ◽  
Wenxing Yang ◽  
Hong Zhao

A novel method for the eight most common driver’s distraction actions recognition is presented in this paper. To this end, a semi-cascade network (SCN) with very lightweight architecture is designed. The approach recognizes the morphology of the human face and hands to make judgments about the driver’s actions rather than just judging facial information. In order to subdivide similar actions, a SCN structure which effectively reduces the network’s scale is employed. A joint training approach is proposed for training the network and achieving 95.61% accuracy. In addition, to verify the validity of the method, a dataset containing 100,000 samples is created. Finally, a warning strategy is provided for our system and 93.9% warning rate for the driver’s distraction behavior is achieved.


Author(s):  
D. L. Misell

In the electron microscopy of biological sections the adverse effect of chromatic aberration on image resolution is well known. In this paper calculations are presented for the inelastic and elastic image intensities using a wave-optical formulation. Quantitative estimates of the deterioration in image resolution as a result of chromatic aberration are presented as an alternative to geometric calculations. The predominance of inelastic scattering in the unstained biological and polymeric materials is shown by the inelastic to elastic ratio, I/E, within an objective aperture of 0.005 rad for amorphous carbon of a thickness, t=50nm, typical of biological sections; E=200keV, I/E=16.


2002 ◽  
Vol 3 (2) ◽  
pp. 26-28
Author(s):  
Linda S. Bowman ◽  
C. Al Bowman ◽  
Rita L. Bailey
Keyword(s):  

2004 ◽  
Vol 52 (S 1) ◽  
Author(s):  
PA Berdat ◽  
A Serraf ◽  
E Belli ◽  
F Lacour-Gayet ◽  
C Planch� ◽  
...  

2019 ◽  
Vol 1 (10) ◽  
pp. 15-21
Author(s):  
O. V. Absalyamova ◽  
G. L. Kobiakov ◽  
S. L. Gutorov ◽  
E. R. Vetlova ◽  
S. V. Zolotova ◽  
...  

Radiation therapy (RT) plays an important role in treatment of primary and metastatic CNS tumors and some non-neopiastic conditions (arteriovenous malformations, trigeminal neuralgia). Radiation necrosis (RN) is a common adverse effect of RT. Until recently steroid therapy was used as a main treatment regimen for RN. Mechanisms of RN development are not clear; however, it was shown that vascular endothelial growth factor (VEGF) plays a critical role in its formation. A number of surveys showed efficacy of bevacizumab as an anti-VEGF agent in treatment of RN. Radiation necrosis pathogenesis, diagnostics and treatment are summarized in this review.


2012 ◽  
Vol 153 (45) ◽  
pp. 1787-1792 ◽  
Author(s):  
Mária Horváth ◽  
Endre Czeizel

Introduction: There is a decline in male fertility thus new treatments are needed. Aims: To test the efficacy of a new dietary supplement developed in the USA and registered as a curing drug in Hungary (OGYI). Methods: In a clinical trial 100 men with low sperm quality (spermium count 5–20 M/ml, good motility 10–40%, and adverse shape 30–50%) were examined. Results: Sperm parameters were measured before and after a 3-month treatment and after another 3-month without treatment. This dietary supplement statistically and clinically significantly improved sperm count and motility. In 74 cases this dietary supplement demonstrated a beneficial effect on sperm quality (more than 10% increase in sperm count, or quality of motility, or shape); in 16 cases the improvement exceeded 30%. No adverse effect could be accounted for this treatment. Conclusions: This new dietary supplement may contribute to the treatment of male infertility. Orv. Hetil., 2012, 153, 1787–1792.


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