ABSTRACT
Emotion is a series of reactions triggered by a specific object or situation that affects a person's physiological state and can, therefore, be identified by physiological signals. This paper proposes an emotion recognition model. Extracted the features of physiological signals such as photoplethysmography, galvanic skin response, respiration amplitude, and skin temperature. The SVM-RFE-CBR(Recursive Feature Elimination-Correlation Bias Reduction-Support Vector Machine) algorithm was performed to select features and support vector machines for classification. Finally, the model was implemented on the DEAP dataset for an emotion recognition experiment. In the rating scale of valence, arousal, and dominance, the accuracy rates of 73.5%, 81.3%, and 76.1% were obtained respectively. The result shows that emotional recognition can be effectively performed by combining a variety of physiological signals.
Subject(s)
Humans , Arousal , Emotions , Galvanic Skin Response , Photoplethysmography , Support Vector MachineABSTRACT
Lung cancer is one of the most common malignancies with the highest incidence rate and mortality rate worldwide, and non-small cell lung cancer (NSCLC) accounts for about 85%. Only 5% NSCLC patients are anaplastic lymphoma kinase (ALK) rearrangement positive NSCLC, but the prognosis of these patients is poor, and treatment is urgent. Ensartinib (X-396), a next-generation ALK tyrosine kinase inhibitor (ALK-TKI), has shown greater potency on inhibiting ALK activity and controlling brain metastases than crizotinib, which is indicated for the treatment of crizotinib-resistant, ALK-positive NSCLC patients. Several phase I to III clinical trials included both healthy volunteers and NSCLC patients have been conducted both in China and abroad. In this review, we briefly summarized the results of these trials, and preliminary efficacy, safety, pharmacology and pharmacokinetics/pharmacodynamics of ensartinib were discussed.
ABSTRACT
Objective To explore the efficacy and safety of esmolol for the treatment of acute myocardial infarction patients with sympathetic storm.Methods Sixty acute myocardial infarction patients who suffered from sympathetic storm during the hospitalization from January 2013 to January 2015 in the People's Hospital of Baoji City.The patients were randomly divided into two groups : esmolol group(patients were treated with cardioversion or electric defibrillation and esmolol, n =30) and control group (patients were treated with cardioversion or electric defibrillation and amiodarone, n =30).Results The effective rate of esmolol group was 93.33％ (28/30), of control group was 70.00％ (21/30), and the difference was significant (x2 =5.455, P =0.020).The success rate of esmolol group which terminated sympathetic storm was significantly higher than control group (28％ vs.20％, P =0.020).Recurrence of ventricular tachycardia or ventricular fibrillation after esmolol treatment was significantly lower, the corresponding were less (3.30± 2.76 vs.6.83 ± 4.58, P =0.001).Esmolol group was no occurrence of hypotension that could not be corrected or severe slow arrhythmia.NTproBNP level between the two groups was not statistically significant observation (P ＞ 0.05).Conclusion Esmolol treatment of sympathetic storm is better efficacy, safety and be worthy of clinical application.