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Characterized by frequent earthquakes and a dense population, Yunnan Province, China, faces significant seismic hazards and is a hot place for earthquake forecasting research. In a previous study, we evaluated the performance of the value for 5-year seismic forecasting during 2000-2019 and made a forward prediction of M ≥ 5.0 earthquakes in 2020-2024. In this study, with the forecast period having passed, we first revisit the results and assess the forward prediction performance. Then, the background seismicity rate, which may also offer valuable long-term forecasting information, is incorporated into earthquake prediction for Yunnan Province. To assess the effectiveness of the prediction, the Molchan Error Diagram (MED), Probability Gain (PG), and Probability Difference (PD) are employed. Using a 25-year catalog, the spatial value and background seismicity rate across five temporal windows are calculated, and 86 M ≥ 5.0 earthquakes as prediction samples are examined. The predictive performance of the background seismicity rate and value is comprehensively tested and shown to be useful for 5-year forecasting in Yunnan. The performance of the value exhibits a positive correlation with the predicted earthquake magnitude. The synergistic effect of combining these two predictors is also revealed. Finally, using the threshold corresponding to the maximum , we integrate the forecast information of background seismicity rates and the value. A forward prediction is derived for the period from January 2025 to December 2029. This study can be helpful for disaster preparedness and risk management in Yunnan Province, China.
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http://dx.doi.org/10.3390/e27020205 | DOI Listing |
Neural Netw
August 2025
King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia. Electronic address:
Physics-Informed Neural Networks (PINNs) have gained attention for solving partial differential equations, including the scattered Helmholtz equation, due to their flexibility and mesh-free formulation. However, their performance suffers from low-frequency bias, particularly in high-frequency wavefield simulations, limiting convergence speed and accuracy. To address this, we propose a novel and simplified PINN framework that incorporates explicit, trainable Gabor basis functions to efficiently capture the localized and oscillatory nature of wavefields.
View Article and Find Full Text PDFBMC Emerg Med
August 2025
Faculty of Medicine, Department of Emergency Medicine, Uskudar University, Istanbul, Turkey.
Background: This study aimed to compare the predictive accuracy of two scoring systems-Seismic Assessment of Kidney Function to Rule Out Dialysis Requirement (SAFE-QUAKE) and the Dialysis Score-developed to assess the need for dialysis in patients with crush injuries admitted to the emergency department (ED) following the February 6 Türkiye earthquakes.
Methods: In this retrospective observational study, the performance of the SAFE-QUAKE and Dialysis Score systems were evaluated using data from a university hospital that was independent from the centers where these scores were originally developed. The study included patients admitted to the ED after the same earthquakes.
Sci Rep
August 2025
Istituto Nazionale di Geofisica e Vulcanologia (INGV), via di Vigna Murata 605, 00143, Rome, Italy.
Radon, a naturally occurring radioactive gas, has garnered significant attention due to its health risks and its potential role as a seismic indicator. Variations in radon levels have been observed in correlation with seismic activity, suggesting that radon could serve as an early warning signal for earthquakes. However, accurately forecasting radon concentrations remains challenging due to the influence of various factors, including meteorological conditions and seasonal fluctuations.
View Article and Find Full Text PDFJ Neurol Sci
September 2025
Beth Israel Deaconess Medical Center/Harvard Medical School, Boston, MA, USA.
Background: Complement component 5 inhibitors are indicated for the treatment of anti-acetylcholine receptor antibody-positive generalized myasthenia gravis (gMG). Clinical trials have demonstrated improved functional ability, muscle strength, and quality of life (QOL) in patients treated with eculizumab or ravulizumab. Evidence for their effectiveness and safety in clinical practice is reported here.
View Article and Find Full Text PDFJ Cent Nerv Syst Dis
August 2025
Department of Neurosurgery, Tianjin Medical University General Hospital, Tianjin, China.
Background: Blebs are small bulges on the surface of intracranial aneurysms (IAs) that increase rupture risk. Among Chinese individuals, the prevalence, distribution, and clinical, geometric, and local hemodynamic characteristics of small- and medium-sized (<15 mm) blebbed IAs remain unclear.
Objectives: To investigate the prevalence, distribution, and associated clinical, geometric, and hemodynamic features of blebs in small- and medium-sized IAs among Chinese patients, and to identify predictors of aneurysm rupture and bleb formation.