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交通流量预测问题具有多源异构性，未来时刻的流量不仅与之前时刻的流量相关，同时也受城市区域间关系、天气情况、兴趣点（point of interest，POI）等异构时空数据的影响。针对此问题，提出一种基于多源异构时空数据融合的交通流量预测模型MHF-STNet。首先使用聚类方法获得城市区域不同的流量模式，并使用拼接、权重相加、注意力机制等多种方式融合交通流量、城市区域间的位置关系、天气、POI、工作日、假期多个模态的时空数据，使用深度学习方法对异构数据统一建模，预测未来时刻的交通流量。在北京出租车、纽约出租车和纽约自行车3个流量数据集上进行实验，与经典的交通流量预测模型相比，MHFSTNet的预测准确度有所提升。结果验证了MHF-STNet对异构时空数据统一建模的有效性。

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Copyright of Journal of International Obstetrics & Gynecology is the property of TianJin Medical Information Center and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

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Copyright of Shipin Kexue/ Food Science is the property of Food Science Editorial Department and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Copyright of Rolling Stock (1002-7602) is the property of Rolling Stock Editorial Office and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Copyright of Journal of International Obstetrics & Gynecology is the property of TianJin Medical Information Center and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Objective To analyze the value of monitoring changes in ultrasound elastography parameters before and after treatment with catheter contact thrombolysis （CDT） combined with AngioJet mechanical thrombus aspiration （ART） in patients with acute lower extremity deep vein thrombosis （DVT） for the assessment of efficacy. Methods One hundred patients with DVT admitted to Hengshui people′s hospital from August 2021 to August 2022 were selected, and all patients received CDT combined with ART and postoperative medication for 10 d. Patients were observed for swelling of the affected limb before and after 10 d of treatment, ultrasound elastography parameters. Patients were divided into ineffective group and effective group according to different curative effects, and baseline data and ultrasonic elastography parameters before treatment were compared between the two groups; the subject operating curve （ROC） was plotted, and the area under the curve （AUC） values were calculated to test the predictive value of ultrasound elastography parameters for treatment ineffectiveness in DVT patients; Spearman's analysis of ultrasound elastography parameters and treatment ineffectiveness in DVT patients was performed using a bivariate correlation variable The correlation between ultrasound elastography parameters and treatment ineffectiveness in DVT patients was analyzed using the bicorrelation variable Spearman. Results After 100 patients with DVT were treated with CDT combined with ART, 34（34.00%） were effective, 53（53.00%） were effective, and 13（13.00%） were ineffective; After treatment, the circumference difference of the affected side thigh and the circumference difference of the affected side calf of DVT patients were smaller than before treatment, and the ultrasonic elastography score, strain value and Young's modulus value were lower than before treatment （P < 0.05）. The ultrasonic elastography score, strain value and Young's modulus in the ineffective group were higher than those in the effective group before treatment （P < 0.05）. The ROC curve shows that the ultrasonic elastography score, strain value, Young's modulus level and combined detection have certain predictive value in predicting the clinical efficacy of DVT patients （AUC = 0.803, 0.793, 0.771）, and the combined detection is the highest （AUC = 0.946）. Among them, the combined test was the highest; using Spearman analysis of dual correlation variables, the results showed that ultrasound elastography score, strain value, and Young's modulus value were positively correlated with treatment ineffectiveness in patients with DVT （r > 0, P<0.05）. Conclusion Ultrasound elastography parameters can effectively predict clinical outcomes after CDT combined with ART in DVT patients, and changes in ultrasound elastography parameters were positively correlated with treatment ineffectiveness. [ABSTRACT FROM AUTHOR]

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Copyright of Lubrication Engineering (0254-0150) is the property of Editorial Office of LUBRICATION ENGINEERING and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Copyright of Lubrication Engineering (0254-0150) is the property of Editorial Office of LUBRICATION ENGINEERING and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Copyright of Big Data Research (2096-0271) is the property of Beijing Xintong Media Co., Ltd. and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Copyright of Journal of Refrigeration is the property of Journal of Refrigeration Editorial Office and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Copyright of Chinese Journal of Bioprocess Engineering is the property of Chinese Journal of Bioprocess Engineering Editorial Office and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

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Objective To explore the expression and role of stimulator of interferon gene (STING)-TANK-binding kinase 1 (TBK1)-interferon regulatory factor 3 (IRF3) signaling pathway in the brain of chronic stress mice. Methods Mice were divided into control (CON) group and chronic restraint stress (RST) group. Mice in the RST group were given chronic restraint stress stimulation (6 hours per day, 14 days). After 14 days, the mRNA expressions of pro-inflammatory cytokines CCL2, CXCL10, IL-1β, IL-6, IL-10, and TNFα in the brain were detected and analyzed by qRT-PCR; protein expression of STING, TBK1, p-TBK1, IRF3, and p-IRF3 were detected and analyzed by immunofluorescence staining and Western blotting. Results Compared to the CON group, the mRNA expressions of pro-inflammatory cytokines in the RST group were significantly increased (P<0.05). STING and microglia marker Iba-1 were highly co-located and the expression of STING was decreased as detected by immunofluorescence staining. Moreover, the protein expressions of STING, p-TBK1, and p-IRF3 were significantly decreased (all P<0.01). Conclusion Chronic restraint stress triggers a neuroinflammatory response and the STING-TBK1-IRF3 pathway in the brain of the RST mice is significantly inhibited. [ABSTRACT FROM AUTHOR]

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Copyright of Journal of Hydrobiology is the property of Editorial Department of Journal of Hydrobiology and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

Objective: This study aimed to verify the application values of the Chinese Group on the Study of Severe Hepatitis B (COSSH) acute-on-chronic liver failure(ACLF)Ⅱ score in predicting short-term prognosis and stratifying disease severity in patients with hepatitis B virus - related ACLF(HBV -ACLF). Methods: Clinical data and survival information of 114 patients admitted with HBV-ACLF to the First Affiliated Hospital of Wannan Medical College from January 2017 to December 2021were retrospectively evaluated. Baseline characteristics were compared between the survival group(n=67)and the death group (n=47)at day 90 from inclusion. Prognostic accuracies between the COSSH ACLFⅡ score and the COSSH ACLF score, the Chronic Liver Failure-Consortium(CLIF-C) ACLF score, the CLIF -C organ failure(CLIF -C OF)score, the model of end - stage liver disease(MELD)score, the MELD - sodium (MELD-Na)score, and the Child-Turcotte-Pugh(CTP)score in 90-day mortality prediction were compared using the area under the receiver operating characteristic curve(AUC)method. All patients were divided into three groups according to COSSH ACLF grade (ACLF-1, n=83；ACLF-2, n=23；ACLF-3, n=8)or the risk strata of the COSSH ACLFⅡ score (＜7.4, n=82；7.4~＜8.4, n=21； and ≥8.4, n=11), and the cumulative 90- day survival rates among them were compared using the Kaplan -Meier method. Results： Compared with the survival group, the death group had greater age, a higher incidence of hepatic encephalopathy or bacterial infection, higher values of white blood cell count, neutrophil count, international normalized ratio, total bilirubin, creatinine, urea, and the above-mentioned 7 scores(P ＜ 0.05). The incidence of coagulation failure or cerebral failure and the proportion of patients with ACLF-1 in the death group were also higher than those in the survival group(P ＜ 0.01). For 90-day mortality prediction, the AUC of COSSH ACLFⅡ score(0.892)was larger than that of the CLIF-C ACLF score(AUC=0.853, P=0.089), the COSSH ACLF score(AUC=0.841, P ＜ 0.05), the CLIF-C OF score(AUC=0.813, P＜0.05), the MELD-Na score(AUC=0.771, P ＜ 0.01), the MELD score(AUC=0.792, P ＜ 0.01), and the CTP score(AUC=0.655, P ＜ 0.001). The cumulative 90- day survival rates significantly decreased with COSSH ACLF grade and risk strata of the COSSH ACLFⅡ score ascending(73.5% vs. 26.1% vs. 0, P ＜ 0.001；72.0% vs. 38.1% vs. 0, P＜0.01). Conclusion: The COSSH ACLFⅡ score showed excellent prognostic performance in predicting short-term prognosis in patients with HBV-ACLF. Using risk strata of the new score can simplify the severity stratification of HBV-ACLF. [ABSTRACT FROM AUTHOR]

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Desmoid tumors are rare fibroblast-proliferating tumors characterized by infiltrative growth and a tendency to local recurrence and are classified into the extra -abdominal, abdominal wall and intra -abdominal types according to the location of growth. Pregnancy with abdominal wall desmoid tumors is even rarer. This study retrospectively analyzed a patient who was treated in Gansu Province Maternity and Child Health Care Hospital with a mass in the abdominal scar after cesarean section, and the mass gradually increased during the re-pregnancy monitoring. The preoperative puncture was considered to be pregnancy complicated with abdominal wall desmoid tumor, and the cesarean section and abdominal wall tumor resection were performed after the fetus was full-term. Combined with the relevant literature, to understand the diagnosis, treatment, and treatment principles of desmoid tumors, in order to provide experience for the diagnosis and treatment of the disease. [ABSTRACT FROM AUTHOR]

Copyright of Journal of Central China Normal University is the property of Huazhong Normal University and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)

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With the complexity of global crude oil trade relations and the rising demand for crude oil in Asia, the "Asian premium" phenomenon in the global energy market has become a topic that needs attention. Based on the perspective of the complexity of the global oil trade net‐ work, this paper selected the 1993-2018 international crude oil trade data to conduct sample data surveys. By constructing a complex network model and potential competition index, this paper analyzed the Asian premium phenomenon in the global crude oil trade network and the potential competitiveness of China, Japan, India and South Korea. The research results show that the glob‐ al crude oil trading groups are divided and blended, and China, Japan, India and South Korea are showing a trend of trade grouping. From the perspective of global crude oil trade network indicators, the status and influence of China, Japan, India and South Korea in the global crude oil trade network continue to increase, which has strongly promoted the shift of the global crude oil consumption center to the Asia-Pacific region. The potential competition index shows that the potential crude oil competition relationship between China, India, Japan, and South Korea presents different characteristics. China and Japan show the characteristics of "first strong and then weak", both between China and India and between China and South Korea are characterized by an overall continuous increase With the complexity of global crude oil trade relations and the rising demand for crude oil in Asia, the "Asian premium" phenomenon in the global energy market has become a topic that needs attention. Based on the perspective of the complexity of the global oil trade net‐ work, this paper selected the 1993-2018 international crude oil trade data to conduct sample data surveys. By constructing a complex network model and potential competition index, this paper analyzed the Asian premium phenomenon in the global crude oil trade network and the potential competitiveness of China, Japan, India and South Korea. The research results show that the glob‐ al crude oil trading groups are divided and blended, and China, Japan, India and South Korea are showing a trend of trade grouping. From the perspective of global crude oil trade network indicators, the status and influence of China, Japan, India and South Korea in the global crude oil trade network continue to increase, which has strongly promoted the shift of the global crude oil consumption center to the Asia-Pacific region. The potential competition index shows that the potential crude oil competition relationship between China, India, Japan, and South Korea presents different characteristics. China and Japan show the characteristics of "first strong and then weak", both between China and India and between China and South Korea are characterized by an overall continuous increase [ABSTRACT FROM AUTHOR]

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Copyright of Shipin Kexue/ Food Science is the property of Food Science Editorial Department and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)