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Microblogs generate a vast amount of data in which users express their emotions regarding almost all aspects of everyday life. Capturing affective content from these context-dependent and subjective texts is a challenging task. We propose an intelligent probabilistic model for textual emotion recognition in multidimensional space (TERMS) that captures the subjective emotional boundaries and contextual information embedded in a text for robust emotion recognition. It is implausible with discrete label assignment;therefore, the model employs a soft assignment by mapping varying emotional perceptions in a multidimensional space and generates them as distributions via the Gaussian mixture model (GMM). To strengthen emotion distributions, TERMS integrates a probabilistic emotion classifier that captures the contextual and linguistic information from texts. The integration of these aspects, the context-aware emotion classifier and the learned GMM parameters provide a complete coverage for accurate emotion recognition. The large-scale experimentation shows that compared to baseline and state-of-the-art models, TERMS achieved better performance in terms of distinguishability, prediction, and classification performance. In addition, TERMS provide insights on emotion classes, the annotation patterns, and the models application in different scenarios.
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OBJECTIVE：To overview the systematic review on the effectiveness of indomethacin in the prevention of post-endoscopic retrograde cholangiopancreatography pancreatitis （PEP），and to provide reliable evidence-based reference for the prevention of PEP. METHODS ：Retrieved from PubMed ，the Cochrane Library ，Embase，CBM，CNKI，Wanfang database and VIP，systematic review on indomethacin in the prevention of PEP were collected during the inception to Nov. 2020. The methodological quality ，report quality and evidence quality of the included studies were evaluated by AMSTAR 2 scale，PRISMA statement and GRADE method. The effectiveness of PEP prevention was described. RESULTS ：Finally，23 systematic reviews were obtained ，including 12 in Chinese and 11 in English. Tweenty-two systematic reviews showed that compared with placebo ， indomethacin could effectively reduce the incidence of PEP. Eight systematic reviews showed that indomethacin significantly reduced the incidence of moderate and severe PEP compared with placebo. Five systematic reviews showed that indomethacin could reduce the incidence of postoperative hyperamylasemia compared with placebo. Three systematic reviews showed that indomethacin also had a good preventive effect on people with high risk of PEP. PRISMA score of included systematic reviews ranged from 15 to 25. The quality evaluation of AMSTAR 2 methodology included in systematic reviews was low ，and the key items of complete report were 4，9，11 and 13. The GRADE evidence quality evaluation of the included systematic reviews showed that the quality of the evidence was concentrated in the low level. CONCLUSIONS ：Indomethacin has a certain effect in the prevention of PEP ，but the overall evidence quality of the included literatures is generally not high. It needs to be further validated by high-quality clinical research.
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ObjectiveThis study was to explore the feasibility of using the orthogonal plane dose formed by the coronal and sagittal plane to verify the volumetric modulated arc therapy (VMAT) plan.MethodsThe VMAT plans of 12 patients were included in this study.The orthogonal plane dose formed by the coronal and sagittal plane were measured based on the combination of 2D ionization chamber array and multicube phantom,and the point dose were measured based on a multiple hole cylindrical phantom attached with two 0.125 cm3 ionization chamber probes.ResultsIn the measurement of the point dose,the average error was 1.5％ in high dose area ( more than 80％ of maximum),and 1.7％ in low dose area ( less than 80％ of maximum),respectively.The discrepancy of point dose measurement was 1.3％ between the 2D ionization chamber array and the VMAT planning system.In the measurement of the orthogonal plane dose,the pass rate of γ were 93.7％ for 2％/2 mm and 97.2％ for 3％/3 mm.ConclusionIt is reliable for using the orthogonal plane dose formed by the coronal and sagittal plane to verify the VMAT plan.
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Objective To explore the methods and the nursing points during the course of using methotrexate to cure moderate and severe psoriasis.Methods 41 moderate and severe patients with psoriasis have been adopted in this study.The procedure of nursing care included medical education,clinical care and psychological nursing in order to increase the compliance of patients.Results All the patients have accepted the therapy of using methotrexate to cure psoriasis,the effective rate was 80.5%,only one case have withdrawed from the study because of leucopenia.The compliance of patients have increased significantly.Conclusion Using methotrexate to cure psoriasis is effective and safe,which can increase the compliance and the confidence of patients.
