GreenNav: Spatiotemporal Prediction of CO₂ Emissions in Paris Road Traffic Using a Hybrid CNN-LSTM Model by Youssef Mekouar, Imad Saleh, Mohammed Karim

“…In a global context where reducing the carbon footprint has become an urgent necessity, this article presents a hybrid CNN-LSTM prediction model to estimate CO₂ emission rates of Paris road traffic using spatio-temporal data. …”
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Assessment of Larsen C Ice Shelf stability: insights from surface and basal fracture by Qian Li, Zemin Wang, Jiachun An, Mingliang Liu, Pei Jiang, Zhuoya Shi

“…The LIS surface fracture (surface crevasses and depressions) distribution was linked to strain rates and maximum buttressing. Basal melting predominantly influences basal fracture formation (basal crevasses), with the penetration rate increasing in the direction of ice flow. …”
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Deep learning based predictive models for real time accident prevention in autonomous vehicle networks by Ahmed Almutairi, Abdullah Faiz Al Asmari, Fayez Alanazi, Tariq Alqubaysi, Ammar Armghan

“…These studies evaluate key metrics such as the accuracy of predictions, the response time, the reduction in accident rate, the efficiency of decision-making, and the resilience to false data. …”
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Advancing sedimentation modeling in large reservoir systems: Insights from multi-scale process coupling and machine learning by Yuning Tan, Huaixiang Liu, Yongjun Lu, Zhili Wang, Wenjie Li

“…Our climate scenario simulations revealed uneven sedimentation patterns and projected declining sedimentation rates over the next 30 years. …”
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A data driven framework for optimizing droplet microfluidics with residual block and Fourier enhanced networks by Alireza Samari, Kamal Jannati, Azadeh Jafari

“…We developed two innovative machine learning models: the Fourier-Enhanced Network (FEN), which utilizes Fourier series to decompose input features into harmonic components; and the Residual Block Network (ResBNet), which incorporates skip connections within residual layers to capture complex nonlinear patterns. ResBNet demonstrated high accuracy in predicting relative droplet radius, Strouhal number, and optimized geometric ratios, while FEN offered computational efficiency and robust performance across a broad range of flow rates. …”
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Using OpenPrescribing.net to evaluate neighbourhood-level prescribing of inhalers for asthma and COPD by Thomas C. Richards, Alison Heppenstall, Rachel A. Oldroyd, Victoria Barr, Roger Beecham

“…We find inequalities in prescribing behaviour, with the most deprived neighbourhoods associated with higher rates of emergency or ’rescue’ inhaler prescribing - a pattern that was interrupted during the March 2020 lockdown. …”
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Quantitative assessment method for firefighting danger based on numerical simulation of forest fire spread in canyon wind fields. by Ao Wang, Chenghu Wang, Guiyun Gao, Ningyu Wu, Haiyan Su

“…Based on the numerical modeling data of forest fire behavior, it was found that the proportion of areas with high and perilous spreading rates in the study area was 16% and 54%, respectively. …”
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Herbivore functions in the hot-seat: Resilience of Acanthurus triostegus to marine heatwaves. by Taylor Souza, Jeroen Brijs, Leon Tran, Larry Crowder, Jacob L Johansen

“…Here we evaluate the consequences of thermal stress on the capacity of a common herbivorous coral reef fish (Acanthurus triostegus) to control finely filamentous matrices of Caulerpa sertularioides and C. verticillata algae in Hawai'i, by characterizing in-vivo changes in metabolic demands, diurnal foraging rates, activity patterns and individual condition in a laboratory setting during winter (24.0±0.1°C), summer (27.5±0.1°C), and at the peak of a representative marine heatwave, (31.0±0.1°C). …”
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Prevalence and antimicrobial resistance of bacterial meningitis in China from 2017 to 2021: a multicenter retrospective study by Chunyan Zhang, Zheng Li, Mengyuan Wang, Shifu Wang

“…A. baumannii showed a high resistance rate to cephalosporins and carbapenems but was sensitive to tigecycline and polymyxins. …”
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Ecological Implications of Germination Temperature on Native and Invasive Rumex Spp. by Michaela Jungová, Martina Kadlecová, Vilém Pavlů, Leona Leišová‐Svobodová, Pavel Svoboda, Zdenka Martinková

“…Contrary to expectations, R. alpinus exhibited the highest germination rate across all temperatures. In the second experiment, germination rates varied significantly, with a positive correlation between germination success and transition from Alpine to Czech localities. …”
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Growing-Related Changes in Arterial Properties of Healthy Children, Adolescents, and Young Adults Nonexposed to Cardiovascular Risk Factors: Analysis of Gender-Related Differences by S. Curcio, V. García-Espinosa, M. Arana, I. Farro, P. Chiesa, G. Giachetto, Y. Zócalo, D. Bia

“…The aims of our work were to determine normal aging rates for structural and functional arterial parameters in healthy children, adolescents, and young adults and to identify gender-related differences in these aging rates. …”
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Macroevolutionary processes in turtles (Testudines): a view from biomic specialization and historical climatic changes by Juan S. Thomas, Sara Gamboa, Manuel Hernández Fernández, Manuel Hernández Fernández, Oscar Murillo, Jonathan S. Pelegrin

“…Vrba suggests that lineages display varying tendencies toward generalism or specialization in biome occupancy, with a tendency towards the accumulation of specialists due to their higher rate of speciation through vicariance. It also posits differences in biome occupancy patterns driven by the environmental characteristics of biomes, with a higher presence of biome specialist species in biomes that are placed in the extremes of the global climatic gradients. …”
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Epidemiology and determinants of stillbirth disparities in India: a geospatial hotspot clustering study using integrated population-level dataResearch in context by U. Venkatesh, Om Prakash Bera, Ashoo Grover, Siddhant Shastri, Sayantan Chakraborty

“…Interpretation: This study found no significant geospatial disparity in sex-specific stillbirth rates across Indian districts, with similar clustering patterns for both sexes. …”
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Design of Radiation Shielding for Optical Enclosure at HEPS Beamline Station by GUO Qingyang, SHI Hong, LIU Qiongyao, ZHANG Huijie, SHI Haoyu, MA Zhongjian, WANG Qingbin

“…Results from the calculations indicate a pattern where the dose rate from gas bremsstrahlung initially rises and subsequently falls within the back wall. …”

Burden of malignant neoplasm of bone and articular cartilage from 1990 to 2021 and its predictions to 2030 in China compared with world by Cheng Chen, Xu Zheng, Yi Zhang, ZhenDong Li, Bing Li, YunFeng Yang, WeiBin Zhang

“…During this period, the world experienced relatively stable incidence and mortality rates. The incidence and mortality rates of MNBAC increase with age. …”
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Regreening Practices and Effectiveness Evaluation for Rocky Slope Drawdown Zones in Pumped Storage Power Station Reservoirs by YANG Zhi-chao, MA Xiao-xiao, CHANG Shi-ju, TANG Yu-shuang, ZHAO Rui-yi, WAN Dan, ZHANG Qian-zhu

“…Plants exhibited strong resilience in terms of post-submersion recovery, expansion, and colonization, achieving an overall survival rate of 83.2%. Bamboo Willow (Salix sp), Bamboo Willow cuttings (Salix sp), Zhongshan Fir (Taxodium hybrid), Wallich Willow (Salix wallichiana), Chaste Tree (Vitex negundo), Lax-flowered Myricaria (Myricaria laxiflora), Variegated Willow cuttings (Salix variegata), Small Dogwood (Swida paucinervis), and Chinese Distylium (Distylium chinense) all achieved survival rates exceeding 85% and exhibited long-term tolerance to complete submersion. …”
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Acoustic exposure reveals variation in curtailment effectiveness at reducing bat fatality at wind turbines by Trevor Peterson, Adam Rusk, Caroline Byrne, Seta Aghababian, Sydney Edwards

“…Curtailment strategies with higher cut‐in speeds reduced the percentage of acoustic exposure by a consistent margin across biweekly intervals, but differences in the rate of acoustic exposure among strategies were far greater during late summer and early fall, when bat activity levels were highest. …”
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Trends in Antihypertensive Drug Use and Irrational Prescriptions Among Elderly Patients in China (2016–2023): A Nationwide Multi-Center Cross-Sectional Survey Study by Hong D, Chen W, Du S, Ren J, Lv D, Shan W, Lu X, Zhao Q

“…The overall proportion of first-line antihypertensive prescriptions was 97.47% but showed a slight declining trend (APC=− 0.66%, P=0.004). The rates of inappropriate combination medication and overall irrational prescriptions decreased, while the rate of contraindicated medication prescriptions increased (P< 0.001). …”
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Global burden of tuberculosis among adults aged 60 years and older, 1990-2021: Findings from the global burden of disease study 2021 by Junping Liu, Yue Zhou, Juan Guan, Yaping Liu, Weijian Song, Wei Liu, Xinle Yin, Yuqin Liu, Ting Li, Long Jin, Lihan Zhang, Yunkai Li, Lin Wu, Nan Wang, Zhaoyue Liu, Xinru Liu, Yanfu Wang, Qunhong Wu, Libo Liang

“…Results: A decreasing trend in age-standardized incidence rate, age-standardized mortality rate, and disability-adjusted life-years rates for TB and drug-susceptible TB was observed among the elderly population worldwide, whereas an upward trend was noted for MDR-TB and XDR-TB. …”
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Bacterial Resistance in Ophthalmology – Resistance Profile, Influencing Factors and Prevention Methods. A Review by Matei POPA-CHERECHEANU, Alina POPA-CHERECHEANU, Dan George DELEANU, Mihai Aurelian GHITA

“…It is hoped that future reports show good results without the use of antibiotics will encourage ophthalmologists to limit the use of topical antibiotics, reducing the rate of antimicrobial resistance.…”
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