A Deep Learning-Based Electromagnetic Signal for Earthquake Magnitude Prediction.

The influence of earthquake disasters on human social life is positively related to the magnitude and intensity of the earthquake, and effectively avoiding casualties and property losses can be attributed to the accurate prediction of earthquakes. In this study, an electromagnetic sensor is investigated to assess earthquakes in advance by collecting earthquake signals. At present, the mainstream earthquake magnitude prediction comprises two methods. On the one hand, most geophysicists or data analysis experts extract a series of basic features from earthquake precursor signals for seismic classification. On the other hand, the obtained data related to earth activities by seismograph or space satellite are directly used in classification networks. This article proposes a CNN and designs a 3D feature-map which can be used to solve the problem of earthquake magnitude classification by combining the advantages of shallow features and high-dimensional information. In addition, noise simulation technology and SMOTE oversampling technology are applied to overcome the problem of seismic data imbalance. The signals collected by electromagnetic sensors are used to evaluate the method proposed in this article. The results show that the method proposed in this paper can classify earthquake magnitudes well.

Statistical Analysis of the Relationship between AETA Electromagnetic Anomalies and Local Earthquakes.

To verify the relationship between AETA (Acoustic and Electromagnetics to Artificial Intelligence (AI)) electromagnetic anomalies and local earthquakes, we have performed statistical studies on the electromagnetic data observed at AETA station. To ensure the accuracy of statistical results, 20 AETA stations with few data missing and abundant local earthquake events were selected as research objects. A modified PCA method was used to obtain the sequence representing the signal anomaly. Statistical results of superposed epoch analysis have indicated that 80% of AETA stations have significant relationship between electromagnetic anomalies and local earthquakes. These anomalies are more likely to appear before the earthquakes rather than after them. Further, we used Molchan's error diagram to evaluate the electromagnetic signal anomalies at stations with significant relationships. All area skill scores are greater than 0. The above results have indicated that AETA electromagnetic anomalies contain precursory information and have the potential to improve local earthquake forecasting.

Wuzi Yanzong Pill for the treatment of male infertility: A protocol for systematic review and meta-analysis of randomized controlled trials.

BACKGROUND: The incidence of male infertility is increasing worldwide, and has become an important problem that plagues many married couples. Half of the infertility cases have induced by male infertility. Wuzi Yanzong Pill is a traditional Chinese herbal formula used in treating spermatorrhea, premature ejaculation, erectile dysfunction, lumbago and male sterility widely. Therefore, in this systematic review, we design to evaluate the effectiveness and safety of Wuzi-Yanzong Pill for the treatment of male infertility. METHODS: The English and Chinese literature published before June 30, 2020 will be searched in PubMed, EMBASE, Cochrane library, and Chinese literature in China National Knowledge Infrastructure, Chinese biomedical document service system, VIP Chinese Science and Technology Journal Database, WANFANG data. All related randomized controlled trials that meet the eligibility criteria will be included and other studies will be excluded. We will search literature with text keywords "male infertility" or "sperm" or "semen" and "Wuzi Yanzong Pill" or "Wuziyangzong" or "WZYZ". Progressive motility, sperm concentration, sperm morphology, sperm viability, sperm DNA fragmentation, sperm number per ejaculate, pregnancy rates will be evaluated. RevMan 5.3 and Stata 14.0 will be used to conduct this systematic review. The preferred reporting items for systematic reviews and meta-analysis protocols statement is followed in this protocol and the PRISMA statement will be followed in the completed systematic review. CONCLUSION: The efficacy and safety of Wuzi Yanzong Pill in the treatment of male infertility will be e evaluated. The results of this review may provide some help for the clinician's decision.

Effectiveness of psychological interventions for treating chronic prostatitis/chronic pelvic pain syndrome: A protocol for systematic review and meta-analysis.

INTRODUCTION: Chronic prostatitis/chronic pelvic pain syndrome (CP/CPPS) is one of the most common diseases in urology, which 50% of men are infected at some point in their lives. Type III CP/CPPS is the most complex and controversial of all types of prostatitis, the highest incidence rate, uncertain efficacy, the long-term treatment that affects the patient's psychopathic symptoms, increases the psychological burden of patients. Psychological intervention for patients with CP/CPPS, which is difficult to treat with drugs and physics, can effectively improve clinical efficacy and improve the psychological condition. The researchers found a high prevalence of psychosocial problems and catastrophic distress in CP/CPPS patients, such as serious mental disorders, especially depression, anxiety and stress, and the high incidence of pain-devastating illness. In this study, we will evaluate psychological interventions as an effective way to relieve chronic prostatitis. METHODS AND ANALYSIS: The databases of English databases (PubMed, MEDLINE, EMBASE, Web of Science, Cochrane Library) and Chinese databases (China National Knowledge Infrastructure, China Biology Medicine Database, Wanfang Database, VIP Database) will be retrieved. The search strategy that will be run in the PubMed and tailored to the other database when necessary is presented in this article. RevMan 5.3 and Stata 11.0 will be used for Systematic Review and Meta-analysis. This protocol reported under the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Protocols (PRISMA-P) statement, and we will report the systematic review by following the PRISMA statement. RESULTS: The study is a protocol for systematic review and meta-analysis without results, and data analysis will be carried out after the protocol. We will share our findings in the third quarter of 2021. CONCLUSION: This systematic review will provide more evidence to assess whether psychological is an effective intervention for patients with chronic prostatitis/chronic pelvic pain syndrome. Besides, the results will be published in a public issue journal and offer the urologists help to make clinical decisions. ETHICS AND DISSEMINATION: Formal ethical approval is not required in this protocol. We will collect and analyze data based on published research. Since this research does not involve patients, personal privacy will not be affected. The results of this review will be distributed to peer-reviewed journals or submitted to relevant conferences. PROTOCOL REGISTRATION NUMBER: INPLASY202080021.

The effect of nebivolol on erectile function in the cases with coronary artery bypass surgery: A protocol for a systematic review and meta-analysis of randomized controlled trials.

BACKGROUND: Erectile dysfunction is a common disease. It affects the quality of life of both husband and wife and its prevalence is higher in patients with overt cardiovascular disease or cardiovascular risk factors. In recent years, multiple studies confirm that nebivolol exerts protective effects on erectile function against the disruptive effects of cardiopulmonary bypass in patients undergoing coronary artery bypass grafting, but its quality and efficacy have not been systematically evaluated. Therefore, it is necessary to carry out a systematic review and meta-analysis to fully evaluate the efficacy and safety of nebivolol on erectile function in the cases with coronary artery bypass grafting. METHODS AND ANALYSIS: Chinese and English literature of nebivolol on erectile function in the cases with coronary artery bypass surgery published before August 31, 2020 will be comprehensive searched in PubMed, Cochrane Library, EMBASE, WANFANG, China National Knowledge Infrastructure, VIP Chinese Science and Technology Journal Database, Chinese biomedical document service system, and Clinicaltrials.gov. Only randomized controlled trials that meet the eligibility criteria will be included. Two researchers will independently complete literature screening, data extraction and assess the risk of bias, and the third investigator will handle disagreements. Our main evaluation includes 2 outcome indicators including the international index of erectile function 5 score and adverse events. RevMan 5.3 and Stata 14.0 will be used to conduct this systematic review. The preferred reporting items for systematic reviews and meta-analysis protocols (PRISMA-P) statement is followed in this protocol and the PRISMA statement will be followed in the completed systematic review. CONCLUSION AND DISSEMINATION: The efficacy and safety of nebivolol on erectile function in the cases with coronary artery bypass grafting will be evaluated. We will publish the results of this systematic review in peer-reviewed journals to provide new evidence to clinicians. ETHICS AND DISSEMINATION: Ethical approval is not required as the review is a secondary study based on published literature. The results will be published in a public issue journal to provide evidence-based medical evidence for urologists and andrologists to make better clinical decisions. REGISTRATION INFORMATION: INPLASY202060110.

Spectroscopic and molecular-level characteristics of dissolved organic matter in the Pearl River Estuary, South China.

Coastal populations are expanding globally, resulting in great anthropogenic impacts on the organic matter in estuaries and regional carbon cycles. However, the molecular-level characteristics of dissolved organic matter (DOM) within highly disturbed estuaries are still not well understood. Here, water samples collected during two seasons (wet and dry) from the subtropical Pearl River Estuary of China were analyzed using absorption and fluorescence spectroscopy and Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) to determine the spatiotemporal variations in the DOM characteristics. In the seaward direction, the abundances of chromophoric and fluorescent DOM decreased by greater percentages than the bulk dissolved organic carbon concentration. The spectroscopy and FT-ICR MS analyses collectively indicated seaward declines in the aromaticity of DOM and terrestrial DOM contributions from natural terrestrial markers and anthropogenic synthetic surfactants. In particular, the S content in DOM was much higher here than in previously reported estuaries, suggesting a strong anthropogenic impact on the estuarine DOM. Greater terrestrial and anthropogenic signatures in DOM were observed in the wet season than in the dry season. Importantly, this study implies that the terrestrial and anthropogenic contributions to DOM were strongly driven by season in the anthropogenically disturbed subtropical estuary.

Effect of Low-Intensity Extracorporeal Shock Wave on the Treatment of Erectile Dysfunction: A Systematic Review and Meta-Analysis.

Low-intensity extracorporeal shockwave therapy (Li-ESWT) has been reported as a useful and noninvasive treatment for erectile dysfunction (ED). Systematic review and meta-analysis are utilized to evaluate the efficacy of Li-ESWT by comparing the changes in the International Index of Erectile Function erectile function domain (IIEF-EF) and the Erection Hardness Score (EHS) versus sham therapy in men with ED. A systematic search of the MEDLINE, EMBASE, ClinicalTrials.gov, CBM, CNKI, WANGFANG, and VIP was conducted to obtain randomized controlled trials (RCTs) published in peer-reviewed journals or presented in abstract forms of Li-ESWT for ED treatment from January 2010 to June 2018. If RCTs are published in peer-reviewed literature and IIEF-EF scores and EHS are used to assess erectile function outcomes, they are eligible for inclusion. A meta-analysis was used to summarize the estimates. The meta-analysis included seven RCTs involving 522 participants. The data revealed that men treated with Li-ESWT showed significant improvement in pooled mean IIEF-EF scores from baseline to follow-up compared with sham therapy (MD: 1.99 points; 95% CI [1.35, 2.63]; p < .00001). Changes in the IIEF-EF score increased significantly in the treatment group (MD: 3.62; 95% CI [2.99, 4.25]; p < .00001). The EHS increased significantly in the treatment group in four studies (OR: 16.02; 95% CI [7.93, 32.37]; p < .00001). Patients with moderate and/or severe ED reported better results in mean IIEF scores (MD: 3.95; 95% CI [2.44, 5.46]; p < .00001). In meta-analysis of seven RCTs with men who received Li-ESWT for ED, there was evidence that the IIEF-EF and EHS experienced improvements following Li-ESWT.

[Exoskeleton robot system based on real-time gait analysis for walking assist].

This paper presents a wearable exoskeleton robot system to realize walking assist function, which oriented toward the patients or the elderly with the mild impairment of leg movement function, due to illness or natural aging. It reduces the loads of hip, knee, ankle and leg muscles during walking by way of weight support. In consideration of the characteristics of the psychological demands and the disease, unlike the weight loss system in the fixed or followed rehabilitation robot, the structure of the proposed exoskeleton robot is artistic, lightweight and portable. The exoskeleton system analyzes the user's gait real-timely by the plantar pressure sensors to divide gait phases, and present different control strategies for each gait phase. The pressure sensors in the seat of the exoskeleton system provide real-time monitoring of the support efforts. And the drive control uses proportion-integral-derivative (PID) control technology for torque control. The total weight of the robot system is about 12.5 kg. The average of the auxiliary support is about 10 kg during standing, and it is about 3 kg during walking. The system showed, in the experiments, a certain effect of weight support, and reduction of the pressure on the lower limbs to walk and stand.