Search Results (1,026,464)

Traditional approaches to urban real estate green value assessment rely heavily on single structured data sources. Such methods often provide limited interpretability and fail to capture multidimensional green attributes accurately. To address these limitations, this study constructs a multimodal assessment framework that integrates image, text, and spatial information. A housing price prediction model is developed based on a Multi-Layer Perceptron architecture. Results show that the proposed method is superior to traditional models (such as the Hedonic pricing model, Ridge regression, and eXtreme Gradient Boosting, as well as single-modality control models). The core evaluation metric, mean squared error, reaches 0.0505 ± 0.0021. SHapley Additive exPlanations analysis shows that the text modality provides the largest contribution to model prediction, accounting for 51.45% of the global contribution. However, this dominance reflects the model’s dependence on textual green signals rather than the establishment of causal relationships. The result may also be influenced by marketing language bias and symbolic sustainability signals. The image modality contributes 38.48%, while the spatial modality contributes 10.07%, indicating a complementary relationship among the three modalities. Green premium analysis confirms that the model achieves higher prediction accuracy for high-priced residences and effectively captures differences in green premium across housing price tiers. This study provides a new technical pathway for real estate green value assessment. Full article

This study presents a topology optimization-based design methodology for a fail-safe stub axle of a lightweight 4 × 4 electric scooter with independent suspension, with the objective of developing a structural design roadmap. Topology optimization was performed under five critical load conditions: vertical, longitudinal, and lateral impacts, as well as braking and cornering under braking, representing standard driving scenarios defined in the literature. The final geometry was built by combining the topology optimization results from each load case, and it was evaluated using finite-element analysis, showing that it is safe under all critical loading conditions with respect to yield strength. The fatigue life assessment was performed using the Goodman–Haigh approach, based on load-condition pairs recommended in the literature, and it was found that the stresses in critical regions remain within the infinite fatigue life region. In addition, based on literature data, the proposed lightweight design approach indicates potential benefits in terms of both energy consumption and manufacturing cost. Overall, the findings suggest that the presented methodology can serve as a fail-safe design roadmap for the development of electric vehicle components. Full article

Co- and Ni-doped mullite–spinel ceramics were synthesized via a sol–gel method followed by high-temperature sintering in order to investigate the influence of dopant type on the phase evolution, microstructure, and optical properties. X-ray diffraction analysis confirmed the formation of a multiphase system consisting of mullite and spinel phases, with a residual amorphous fraction, the amount of which decreases with increasing temperature. FTIR and Raman spectroscopy indicate progressive structural ordering of both spinel and aluminosilicate networks during thermal treatment, with differences in crystallization behavior between Co- and Ni-containing system. UV–Vis spectroscopy revealed characteristic absorption bands arising from d–d electronic transitions of Co²⁺ and Ni²⁺ ions in the ceramic matrix, reflecting differences in their local coordination environments and optical behavior. Colorimetric analysis showed that Co-doped samples exhibit intense blue coloration, whereas Ni-doped ceramics display greenish-blue hues. The temperature-dependent evolution of the L*, a*, and b* parameters correlate with structural changes. The results suggest that the type of additive influences the phase evolution and optical response in mullite–spinel ceramics, in agreement with structural and spectroscopic analyses. Full article

Background/Objectives: Cervical radiculopathy is a frequent cause of pain, often leading to disability, reduced quality of life, and significant healthcare utilization. Cervical epidural steroid injections are widely used, though safety concerns have been reported. Ultrasound-guided cervical retrolaminar block (RLCB) is a potential alternative. The purpose of this study was to evaluate the long-term clinical trajectory after ultrasound-guided cervical retrolaminar block, including pain outcomes, patient-reported improvement, and the rate of subsequent cervical spine surgery. Methods: This is a retrospective cohort analysis that was conducted at the Pain and Spine Surgery units in a single center. : We included 121 patients with cervical radiculopathy treated between January 2020 and September 2022 (mean age 49.4 ± 11.1 years; 51.2% male). All patients underwent RLCB. s: Primary outcome measures were subsequent cervical decompressive surgery and composite pain response (≥2-point absolute and ≥50% relative NRS reduction). Secondary outcome measures included recurrence, analgesic use, global rating of change (GRC), satisfaction, willingness to repeat, and safety. Baseline data was extracted from records; structured follow-up interviews were conducted at two years. Results: At two years, 9.1% required surgery, and 57.9% achieved composite pain response; 74.4% reported ≥2-point NRS reduction. GRC scores showed improvement (mean 5.0 ± 3.4), with 37% reporting “very much better.” Satisfaction was high, with 70.2% willing to repeat. Pain recurred in 71.1% but persisted in 28.9%. No major complications occurred; minor events were reported in 6.6%. Outcomes were less favorable in patients with pre-injection pain duration ≥1 year. p. Conclusions: In this retrospective cohort, cervical RLCB was associated with sustained patient-reported improvement, high satisfaction, and a 9.1% observed subsequent surgery rate at two years. These findings are hypothesis-generating and require confirmation in prospective controlled studies. Full article

Background: Cerebral aneurysms and aneurysmal subarachnoid hemorrhage (aSAH) may induce cardiac electrical instability through autonomic dysregulation and an exaggerated neurohumoral stress response. Electrocardiographic (ECG) abnormalities, including QT/QTc prolongation, QTc dispersion, and P-wave dispersion, are recognized markers of ventricular repolarization heterogeneity and atrial conduction abnormalities associated with arrhythmogenic risk. However, data regarding the reversibility of these electrophysiological alterations following definitive aneurysm treatment remain limited. Methods: This retrospective, single-center study included 39 patients with cerebral aneurysms who underwent microsurgical clipping between January 2025 and May 2026 and 35 age- and sex-matched healthy controls. Standard 12-lead ECGs were evaluated at baseline (preoperative) and one month after surgery in the aneurysm group. QT interval, corrected QT (QTc) interval, QTc dispersion, and P-wave dispersion were assessed using standardized methods. Baseline transthoracic echocardiographic parameters, including left ventricular ejection fraction and left atrial diameter, were evaluated to minimize potential confounding related to structural cardiac abnormalities. Between-group and within-group comparisons were performed using appropriate statistical analyses. Results: Baseline demographic and echocardiographic characteristics were comparable between the aneurysm and control groups. Patients with cerebral aneurysms demonstrated significantly higher baseline QT interval, QTc interval, QTc dispersion, and P-wave dispersion compared with healthy controls. Following microsurgical treatment, significant reductions in QT interval, QTc interval, QTc dispersion, and P-wave dispersion were observed at one month compared with preoperative values, whereas PR interval and QRS duration remained unchanged. These findings suggest a partial normalization of cardiac electrical heterogeneity after definitive aneurysm treatment. Conclusions: Cerebral aneurysms are associated with increased ventricular repolarization and atrial conduction heterogeneity, reflecting autonomic-mediated cardiac electrical instability. The significant reduction in QTc dispersion and P-wave dispersion following microsurgical treatment suggests that these electrophysiological abnormalities may be at least partially reversible after aneurysm repair. ECG-derived markers such as QTc dispersion and P-wave dispersion may represent practical and non-invasive tools for monitoring cardiac electrical instability and recovery in patients with cerebral aneurysms. Full article

To study the soil moisture dynamics and rainfall infiltration characteristics of karst sloping farmland and their driving factors, an abandoned farmland was selected for this study, and five monitoring points (from the foot, S1, of the slope to the top, S5) were set along the terrain gradient. The volumetric water content data of the 0–40 cm soil layer was obtained through in situ monitoring for one year. The infiltration characteristics were quantified in combination with a staining tracer test, and the soil properties were determined. The results showed that the soil moisture content increased with the deepening of the soil layer, and there was significant slope differentiation. The moisture content in the downhill slopes (S1, S2) was significantly higher than that in the uphill slopes (S4, S5), and the annual average value of S5 was 27.4% lower than that of S1. The moisture difference (Δθ, the difference in moisture content between hillslope and flatland) changed from positive to negative from the foot of the slope to the top, indicating that moisture was transported downward along the slope surface. A dye tracer showed that from S1 to S5, the water transport pathway gradually shifted from exhibiting deeper vertical penetration and narrower lateral spread to showing shallower vertical penetration and wider lateral spread. The preferential flow index decreased from 46.6 ± 2.3% to 34.7 ± 2.1%, indicating a progressive reduction in rapid vertical channeling, while the lateral flow index reached its peak (21.4 ± 2.7%) in the middle of the slope (S3), suggesting enhanced horizontal water redistribution at this position. Correlation analysis indicated that soil bulk density was extremely significantly negatively associated with infiltration capacity, while capillary porosity, non-capillary porosity, total porosity, organic matter, and high aggregate content were extremely significantly positively associated with infiltration capacity. These results revealed that the topographic gradient affected soil moisture and water infiltration paths by regulating soil physical properties in this karst forest ecosystem. It should be noted that the research results are only applicable to one slope and should not be directly extended to all karst slope agricultural landscapes. Full article

In-depth analysis of epidemic models, particularly for cholera, is crucial because they serve as significant tools for disease transmission prediction, evaluation of control strategies, and optimization of healthcare resource management. The stochastic models provide increased realism by incorporating environmental uncertainty such as variability in water quality, disparities in access to sanitation, and population mobility. The present work generalizes a deterministic two-patch cholera model to a stochastic framework. We first prove the existence and uniqueness of global solutions, then establish the extinction condition $R_0^{*}<1$ for disease eradication in the long term. A key contribution lies in proving the existence of a unique ergodic stationary distribution when $R_0^{\left(1\right)}>1$ and $R_0^{\left(2\right)}>1$. Furthermore, we derive the stochastic threshold $R_0=max\{R_0^{\left(1\right)},R_0^{\left(2\right)}\}$, which corresponds to the basic reproduction number ${\mathcal{R}}_0=max\{{\mathcal{R}}_0^{\left(1\right)},{\mathcal{R}}_0^{\left(2\right)}\}$. Lastly, numerical simulations are employed to confirm theoretical results. Full article

The article proposes a methodology for the valuation of ecosystem services rendered by benthic vegetation. The methodology is based on the integration of biotope mapping and characterization, quantitative assessment of macrophyte phytomass stocks, and aggregated unit values of ecosystem services. The coastal zone of the natural monument “Coastal Aquatic Complex (CAC) near the Dzhangul landslide coast” was selected as a model water area. The study area is distinguished by high species diversity of benthic vegetation, the occurrence of species with conservation status, and low anthropogenic pressure. Five biotopes were identified and described, their macrophyte phytomass stocks were quantified, and their spatial distribution within the natural monument was analyzed. According to the calculated data, the total value of ecosystem services provided by macrophytobenthos within the boundaries of the natural monument “CAC near the Dzhangul landslide coast” amounted to USD 2,805,430.32. The largest contribution to this value is made by biotopes of block-boulder deposits dominated by Ericaria crinita and Gongolaria barbata (USD 2,319,641.52), followed by biotopes with a mosaic growth of these species together with Nereia filiformis and the attached form of Phyllophora crispa (USD 397,884.16). The quantitative results obtained may be applied to substantiate compensation payments, assess the effectiveness of investments in environmental protection frameworks, and support integrated coastal zone management. Full article

This study investigates the linguistic mechanisms of politeness and conversational implicature in digital classroom interactions at “1 Decembrie 1918” University of Alba Iulia (UAB), Romania. Rather the research adopts a corpus-based approach to analyze five authentic communicative situations extracted from institutional digital platforms (Moodle (version 4.3.2; R Core Team, 2023), Microsoft Teams, and institutional email exchanges) between academic staff and students during 2022–2024. The corpus comprises 247 naturally occurring discourse units. Through qualitative and quantitative analysis, the study identifies recurrent patterns of face-threatening acts (FTAs), mitigation strategies, and implicature generation in asynchronous and synchronous digital contexts. The findings reveal that digital mediation creates a distinctive pragmatic register in which participants use compressed politeness strategies, exploit contextual ambiguity, and rely on shared institutional knowledge to convey and decode implicature. Crucially, the study situates its results within the broader framework of the Romanian higher education system, reflecting ongoing tensions between hierarchical academic culture and digitalization imperatives introduced in the post-pandemic educational environment. Recommendations for digital communication literacy training at an institutional level are provided. Full article

Addressing the problems of complex forms, low structurization and insufficient reliability of automatic acquisition of professional knowledge sources in the manufacturing industry, this paper proposes an improved multi-person collaborative knowledge acquisition method for professional fields. Drawing on the quality control concept of “three reviews and three proofs” in the publishing industry and combining the characteristics of professional knowledge acquisition tasks, this method constructs a knowledge acquisition process with the collaborative participation of editors and professionals. This paper designs a quality assurance mechanism from three dimensions, namely personnel quality, process quality and result quality; introduces triangular fuzzy numbers to evaluate personnel quality; and establishes a process quality control model under multi-level inspection. Taking the knowledge acquisition project of CNC Machining Manual as an example, 39 professionals completed large-scale professional knowledge processing tasks within 60 working days. Compared with the traditional manual knowledge acquisition method, under similar workload conditions, the proposed method reduces the task completion time by approximately 40% and improves knowledge quality by approximately 10%. The research results show that this method can enhance the organization, inspectability and result stability of the complex professional knowledge acquisition process, and is suitable for constructing vertical domain knowledge bases with high quality requirements. Full article

In this paper, we introduce the concept of a $({\lambda }_{\sigma },{{\varpi }_1}_{\sigma },{{\varpi }_2}_{\sigma })$-interpolative Ćirić–Reich–Rus contraction iterated function system and an iterated multivalued system using interpolative Ćirić–Reich–Rus operators. The objective of this paper is to construct fractals using the Hutchinson operator and Hutchinson-like operator involving interpolative Ćirić–Reich–Rus contraction mappings, which extend the class of classical contractions, in b-metric space. The use of interpolative Ćirić–Reich–Rus contraction guarantees unique fractal attractors, thereby playing a vital role in the analysis of geometric structures and their wide-range applications in scientific and engineering fields. Using the above new definitions, we present a version of the Collage theorem adapted to iterated function systems satisfying interpolative Ćirić–Reich–Rus contractions. Further, we study the well-posedness of the new interpolative Ćirić–Reich–Rus contraction-iterated function system-Hutchinson problem. Our findings unify, generalize, and extend various earlier results reported in the literature. Full article

The present study aims to address critical research gaps in duckweed–microbe symbiotic systems specifically applied to high-load livestock and poultry breeding wastewater. These gaps include the insufficient development of well-characterized, multi-functional, complex microbial consortia adapted to complex livestock wastewater matrices, and the technical challenge of achieving simultaneous efficient wastewater purification and duckweed feed quality enhancement. This study is motivated by the pressing issue of agricultural non-point source pollution, which is caused by large-scale livestock and poultry breeding wastewater discharge, and the high external dependence of the feed industry on protein raw materials. The present study utilised Spirodela as the fundamental material, and a functionally complementary complex symbiotic bacterial consortium consisting of Bacillus subtilis, Bacillus tequilensis and Pseudomonas fluorescens was screened and constructed. An experiment was conducted over a 14-day period in which a range of inoculation ratios were systematically explored. The aim of this experiment was to ascertain the purification efficiency of the duckweed–bacteria symbiotic system on high-load livestock and poultry breeding wastewater. Furthermore, the experiment sought to determine the effect of this purification process on the feed value of duckweed. The results demonstrated that complex bacterial inoculation significantly enhanced wastewater purification efficiency. The final removal rate of ammonia nitrogen in all treatment groups exceeded 90% after 14 days, and the maximum removal rates of total nitrogen and total phosphorus reached 67.0% and 58.9%, respectively, thereby demonstrating superior purification performance in comparison to the control group. The inoculation ratio of 10:1 was identified as the optimal parameter for wastewater purification, while the 5:1 ratio was found to be the maximum for crude protein accumulation in duckweed. The maximum dry-based crude protein content recorded was 38.9% on day 14, representing an increase of 26.3% in comparison with the control group. The established duckweed–bacteria symbiotic system has the capacity to simultaneously achieve the efficient purification of livestock and poultry breeding wastewater and the high-value utilisation of duckweed. The optimal process parameters for a range of application scenarios have been determined. This study contributes to the theoretical framework of aquatic plant–microbe symbiotic remediation and provides technical support for the recycling of wastewater resources and the sustainable development of the livestock and poultry breeding industry. Full article

Background: Contraceptive counseling is a critical component of reproductive healthcare, directly influencing method uptake, continuation, and user satisfaction. While global health guidelines increasingly emphasize person-centered, rights-based approaches to counseling, wide variations in practice persist, with significant implications for equity and autonomy. Objective: This narrative review aims to synthesize current evidence on the strengths, limitations, and future opportunities of contraceptive counseling within person-centered care frameworks, with particular attention to adolescents and other populations facing structural or sociocultural barriers to equitable care. Methods: A comprehensive literature search was conducted across six indexed databases (PubMed, Scopus, Embase, Web of Science, CINAHL, and PsycINFO) for peer-reviewed articles published between January 2010 and April 2025. Eligible studies included original quantitative, qualitative, and mixed-methods research examining contraceptive counseling practices, user experiences, provider–client communication, counseling interventions, or implementation strategies in reproductive healthcare settings. Results: Emerging strengths in the field include the increasing adoption of shared decision-making, motivational interviewing, and culturally tailored counseling approaches, all of which contribute to improved client satisfaction and method adherence. Digital tools and mHealth platforms have expanded the reach of counseling and show promise in supplementing in-person care. However, significant gaps remain. Provider bias, limited training, communication barriers, and a lack of socio-cultural tailoring frequently undermine the quality of care, especially for adolescents, migrants, women with disabilities, and socially vulnerable populations. Ethical challenges—such as coercion, inadequate informed consent, and structural inequities—persist in many healthcare settings. Moreover, contraceptive counseling is often treated as a one-time event rather than an ongoing, adaptive process. Conclusions: To maximize its impact, contraceptive counseling must be reframed as a longitudinal, relational, and ethically grounded practice. Future efforts should prioritize the development of structured training programs, integration into broader health services, and qualitative research that centers patient experiences. Embedding counseling within reproductive justice frameworks will be essential for advancing equity and autonomy. High-quality contraceptive counseling, when informed by evidence and empathy, is a strategic tool for reproductive empowerment and public health advancement. Full article

The present study investigates heat transfer characteristics in the thermally developing region of a porous tube under the local thermal nonequilibrium (LTNE) model. The influence of magnetohydrodynamic (MHD) flow on an electrically conducting fluid flowing through a porous medium under a transverse magnetic field is examined. Under the LTNE framework, two separate energy equations are employed to describe the temperature fields of the fluid and solid phases. The coupled governing equations are solved numerically using the Keller-box method. The results indicate that increasing the interphase heat transfer parameter strengthens thermal coupling between the fluid and solid phases, thereby reducing temperature differences and promoting local thermal equilibrium. In contrast, an increase in the Prandtl number reduces thermal diffusion, leading to larger temperature gradients and greater disparity between the two phases. Furthermore, the magnetic field suppresses both the velocity and temperature distributions through the Lorentz force. An increase in permeability reduces the velocity profiles due to the combined effects of the MHD and Prandtl numbers while increasing the temperature profiles. Increasing the interphase heat transfer rate drives the system from the LTNE to the LTE phase. The study confirms that LTNE effects play a significant role in thermal transfer processes in porous media and are relevant for various industrial heat transfer applications. Full article