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e., ~20.0 °C. The random forest model can predict relative humidity with a 1.1% mean absolute deviation compared to the values obtained through Aspen HYSYS. The performance of the RF estimation model is also compared with a well-known support vector regression model. The random forest model demonstrates 74.4% better performance than the support vector machine model for the problem of interest, i.e., relative humidity estimation. This study will significantly help the practitioners in efficient designing of air-dependent energy systems as well as in better environmental management through rigorous prediction of relative humidity.Anthropogenic disruption of the global phosphorus (P) cycle has already pushed it beyond the planetary boundary. Understanding P metabolism at global, regional and local scales is critical to close the loop of P for the safekeeping of mankind. Investigating the effects of urbanization-induced income growth on the natural nutrient (especially P) cycles contribute to that end. Bangladesh, a lower-middle-income agrarian economy seeing rapid urbanization and stunning GDP growth, presents itself as a good case for P-metabolism research. Past efforts to quantify P flows in the country have not addressed the effects of urbanization thereon. This time-series study quantifies the P flows in rural and urban Bangladesh using substance flow analysis after outlining the urbanization indicators (viz. GDP, income per capita, percentage of income spent on food, change in urban population and built-up area) which affects urban metabolism of P. Urbanization caused a dietary transition from cereal-based to animal-based diet reslan to achieve circularity in nutrient use.Water shortage will be an urgent worldwide concern in the coming decennia. This study examines individuals' perceptions of water's uniqueness in order to explore how these relate to (self-reported) conservation behaviors. The results of an online survey (n = 1013) in a Western European country showed that perceptions of water as a natural resource with unique assets positively influenced the value individuals attach to water and increased their concerns related to its scarcity. Both of these mediating variables (perceived water value and water scarcity concerns) strengthen individuals' moral obligations to conserve water, which appears to be an important mediating variable with regard to the positive impact perceived water uniqueness has on conservation behavior. People's perceptions of water's uniqueness are influenced by attributes focusing on its aesthetics and pureness, the hedonic (experiential) dimension of water, and, to a lesser extent, its naturalness. The utilitarian dimension of water does not predict the level of perceived uniqueness, and perceptions of water availability relate negatively to the perceived uniqueness of water. In particular, older females and respondents with a lower education level perceived the uniqueness of water to be high. The results of this study provide guidelines on how policy makers can promote water conservation by focusing on the meaning individuals attribute to water as a long-term behavioral change strategy. When individuals approach water as a commodity, the urge to conserve water is likely to stay low.Soil microbial biomass is key to improving the prediction of soil organic carbon (SOC) dynamics by modeling. However, the driving mechanism of microbial biomass of different groups with soil depth is poorly understood across sites. selleckchem Here, we compiled the biomass of different microbial groups (i.e., fungi, bacteria, gram-positive bacteria G+, and gram-negative bacteria G-) from the surface to a soil depth of 1 m from 71 soil profiles across three continents. We found that the biomass of microbial groups all decreased with soil depth but at different magnitudes, while the relative abundance of microbial groups, except G-, was relatively stable along soil profiles. Soil fungal biomass had a shallower vertical distribution than bacteria, especially G+, with 89% fungi and 76% G+ in the top 10 cm soils. In addition, a greater proportion of microbial biomass (71-89%) compared to SOC (64%) was in the top 10 cm soils, suggesting that microbes and SOC exhibited different vertical distributions. The vertical distributions of microbial biomass of different groups were significantly correlated with SOC and clay content but not with climate, and these distributions were different among land uses, highlighting the great influences of edaphic factors on vertical distributions of microbial biomass. The relationship between microbial biomass and soil depth provides a feasible way to estimate microbial biomass at different soil depths, which can serve as a benchmark to improve the prediction of SOC dynamics of entire soil profile at large scales.Several strategies have been adopted to optimize biodiversity conservation. The use of fauna and flora species as flagships can help increase public commitment and raise funds for their conservation. However, species choices must be well balanced, considering not only intrinsic aspects (e.g., risk of extinction and ecological role), but also social, cultural, and economic aspects of the region where the flagship will be adopted. Brazil is one of the countries with the greatest diversity on the planet. Nevertheless, there are several challenges associated with natural resources conservation. Flagships have been adopted informally for decades throughout the country but there are no efforts to evaluate these strategies results for the preservation of the selected species. The aim of this study was to carry out an extensive survey on regional flagship species, their conservation status, level of endemism, and domestic legislation currently in force for their protection or human use. A total of 62 flagships were i for biodiversity conservation.In every cell cycle, billions of nucleotides need to be duplicated within hours, with extraordinary precision and accuracy. The molecular mechanism by which cells regulate the replication event is very complicated, and the entire process begins way before the onset of S phase. During the G1 phase of the cell cycle, cells prepare by assembling essential replication factors to establish the pre-replicative complex at origins, sites that dictate where replication would initiate during S phase. During S phase, the replication process is tightly coupled with the DNA repair system to ensure the fidelity of replication. Defects in replication and any error must be recognized by DNA damage response and checkpoint signaling pathways in order to halt the cell cycle before cells are allowed to divide. The coordination of these processes throughout the cell cycle is therefore critical to achieve genomic integrity and prevent diseases. In this review, we focus on the current understanding of how the replication initiation events are regulated to achieve genome stability.