A Movie Weekly Box-office Revenues Prediction Model Based on Online Reviews

To predict the movie weekly box-office revenues, this paper proposes a new prediction model based on ensemble machine learning method. Firstly, we extract some important features from movie online reviews. Then, due to the limited ability of the single machine learning model, an ensemble machine XGboost is employed to predict the movie weekly box-office revenues in this paper. Finally, we collect the movie online reviews from Douban.com, and use about 600 movies to verify the performance of the model. The experimental results show that the effectiveness and practicability of this model

Clinical efficacy of a combination of propofol and etomidate in pediatric anesthesia, and its effect on vital indices in patients

Purpose: To study the clinical effectiveness of a combination of propofol and etomidate as pediatric anesthesia, and its influence on some vital factors in the patients.Methods: A total of 104 children who underwent appendectomy, hepatobiliary surgery and excision of bone tumor in Xuzhou Children's Hospital, Xuzhou Medical University, Xuzhou, China from June 2018 to June 2020, were selected for this retrospective study. The patients were divided into groups A, B and C. In group A, 40 patients received the combination of propofol and etomidate, 32 patients received propofol only, while group C comprised 32 patients who received etomidate only. Vital indices such as anesthesia induction time, wake-up time after surgery, anesthetic effect, and adverse reactions were determined.Results: In group A, the mean arterial pressure (MAP) and heart rate (HR) were improved; anesthesia induction time and wake-up time after surgery were shorter, and anesthetic effect was more obvious in children with grades I and II. However, there was no grade III anesthetic effect, although there was a lower incidence of adverse reactions in this group.Conclusion: The use of a combination of propofol and etomidate results in higher clinical efficacy of pediatric anesthesia than either propofol or etomidate alone. Furthermore, the combination produces better quality of vital indices in the patients

Clinical efficacy of a combination of propofol and etomidate in pediatric anesthesia, and its effect on vital indices in patients

Purpose: To study the clinical effectiveness of a combination of propofol and etomidate as pediatricanesthesia, and its influence on some vital factors in the patients.Methods: A total of 104 children who underwent appendectomy, hepatobiliary surgery and excision ofbone tumor in Xuzhou Children's Hospital, Xuzhou Medical University, Xuzhou, China from June 2018 to June 2020, were selected for this retrospective study. The patients were divided into groups A, B and C. In group A, 40 patients received the combination of propofol and etomidate, 32 patients received propofol only, while group C comprised 32 patients who received etomidate only. Vital indices such asanesthesia induction time, wake-up time after surgery, anesthetic effect, and adverse reactions were determined.Results: In group A, the mean arterial pressure (MAP) and heart rate (HR) were improved; anesthesia induction time and wake-up time after surgery were shorter, and anesthetic effect was more obvious in children with grades I and II. However, there was no grade III anesthetic effect, although there was a lower incidence of adverse reactions in this group.Conclusion: The use of a combination of propofol and etomidate results in higher clinical efficacy of pediatric anesthesia than either propofol or etomidate alone. Furthermore, the combination produces better quality of vital indices in the patient