Accurate hourly AQI prediction using temporal CNN-LSTM-MHA+GRU: A case study of seasonal variations and pollution extremes in Visakhapatnam, India by Sreenivasulu T, Mokesh Rayalu G

“…The framework amalgamates one-dimensional Convolutional Neural Networks (1D CNN) for the extraction of short-term patterns, Long Short-Term Memory (LSTM) integrated with Multi-Head Attention (MHA) to encapsulate long-term dependencies, and Gated Recurrent Unit (GRU) for the refinement of residual errors. …”
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Integrated OVMD-BiGRU-SMAC Framework for Forecasting Construction Accidents in the Kingdom of Saudi Arabia by Badr T. Alsulami, Afaq Khattak

“…These IMFs are individually forecasted using Bidirectional Gated Recurrent Unit (BiGRU) models, which are capable of learning sequential patterns in both temporal directions. …”
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Memory-augment graph transformer based unsupervised detection model for identifying performance anomalies in highly-dynamic cloud environments by Huangyining Gao, Ruyue Xin, Peng Chen, Xi Li, Ning Lu, Peng You

“…Additionally, we introduce a novel dynamic gated memory module to guide the Transformer encoder in extracting hidden features, thereby enhancing the model’s robustness to varying data patterns in dynamic cloud environments. …”
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A bibliometric analysis of research trends in mesenchymal stem cell therapy for neonatal bronchopulmonary dysplasia: 2004–2024 by Lu Bai, Yue Xin

“…Time-series analysis revealed a significant acceleration in publication output after 2015 (p < 0.01), with a compound annual growth rate of 18.2%. The United States was the leading contributor (131 publications, 37.1%), followed by China (72 publications, 20.4%) and Canada (54 publications, 15.3%). …”
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Efficacy and Safety of Tofacitinib in Patients with Polymyalgia Rheumatica (EAST PMR): An open-label randomized controlled trial. by Xinlei Ma, Fan Yang, Jinzhi Wu, Bei Xu, Mengdi Jiang, Yiduo Sun, Chuanying Sun, Ye Yu, Danyi Xu, Lanlan Xiao, Chunyun Ren, Chunyan Chen, Zi Ye, Junyu Liang, Jin Lin, Weiqian Chen

“…Secondary endpoints: PMR-AS score, c-reactive protein (CRP), and erythrocyte sedimentation rate (ESR) at weeks 12 and 24. Thirty-nine patients with newly diagnosed PMR received tofacitinib, and 37 patients received glucocorticoid. …”
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Loss of Reduction in Pediatric Distal Radius Fractures: Risk Factors From a Prospective Multicenter Registry by Apurva S. Shah, MD, MBA, Zoe E. Belardo, BA, Mark L. Miller, MD, Michael C. Willey, MD, Susan T. Mahan, MD, MPH, Divya Talwar, PhD, MPH, Donald S. Bae, MD

“…The majority of subjects sustained bicortical metaphyseal distal radius fractures (68%), followed by Salter-Harris II physeal fractures (26%). The rate of radiographic LOR was 44% (271/616), and 11% (70/616) of fractures shifted ≥20°. …”
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Analysis of influencing factors for primary membranous nephropathy complicated with atherosclerotic cardiovascular disease and establishment of a nomogram prediction model by Mirixiatijiang· Maimaiti, Zhu Guo-qiang, Su Ming-jie, Halinuer· Shadekejiang, Zhang Xue-qin, Lu Chen

“…They also had significantly higher systolic blood pressure ［130（120， 142） mmHg（1 mmHg=0.133 kPa） <italic>vs</italic> 122.0（113.5， 135.5） mmHg］， higher diastolic blood pressure ［80 （75， 90） mmHg <italic>vs</italic> 80（70， 85.5） mmHg］， higher prevalence of hypertension［142（64.8%） <italic>vs</italic> 67 （32.7%）］， and higher proportion of manual workers［60（27.4%） <italic>vs</italic> 28（13.7%）］ Additionally， lymphocyte count （LYM）， platelet count （PLT）， blood sodium concentration （Na）， blood urea nitrogen （BUN）， blood creatinine （Cr）， estimated glomerular filtration rate （eGFR）， 24-hour quantitative urine protein， glutamic transaminase， urinary occult blood， number of urinary hyaline and pathological tubular patterns， C-reactive protein （CRP）， complement C4， plasma fibrinogen， D-dimer， and centrocyte-lymphocyte ratio were all significantly different between the two groups （<italic>P</italic>&lt;0.05）. …”
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A data-driven approach to forest health assessment through multivariate analysis and machine learning techniques by Raja Waqar Ahmed Khan, Hamayun Shaheen, Muhammad Ejaz Ul Islam Dar, Tariq Habib, Muhammad Manzoor, Syed Waseem Gillani, Abeer Al-Andal, John Oluwafemi Ayoola, Muhammad Waheed

“…RF-based feature importance analysis showed tree DBH, height, regeneration rate, soil erosion, and tree density as key ecological drivers of forest health. …”
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Digital learning resource use among Swedish medical students: insights from a nationwide survey by Martin F. Bjurström, Emma Lundkvist, Louise W. Sturesson, Ola Borgquist, Robin Lundén, Malin Jonsson Fagerlund, Miklós Lipcsey, Thomas Kander

“…Results One thousand seven hundred sixty-six students responded to the survey, with an average response rate of 20.2% across sites. The five most frequently used digital resources were (percentage using at least on a weekly basis): University study platform (75.3%), videos (68.0%), flashcards (66.4%), student notes (53.4%) and external study platforms (47.3%). …”
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Citronella oil-loaded electro-spun single and core-shell nano fibers as sustained repellent systems against Aedes aegypti by Samali Udara Liyanaarachchi, Sanjeewa K. Rodrigo, Nilwala Kottegoda, Veranja Karunaratne, Menaka Hapugoda, Tharaka Ranathunge, Lahiru Udayanga, Dushmantha Adikari

“…It was found that maintaining the outer:inner flow rate ratio at 5:2 in coaxial process is imperative to produce good fibers. …”
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Effects of Hole Irrigation Device Parameters on Soil Water Characteristics Under Different Biogas Slurry Ratios by Peng Xiang, Jian Zheng, Yan Wang, You Wu

“…The lateral and vertical wetting front migration distances exhibited a well-defined power function relationship with the soil’s stable infiltration rate and infiltration time (<i>R</i>² ≥ 0.977). …”
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Assessment of predictors and mitigation strategy for therapeutic inertia in the management of hypertension: a quality improvement project by Ananyan Sampath, Shreya Deshpande, Rashmi Verma, Rajnish Joshi

“…When patient adherence was disregarded, TI increased to 49.7%. The total error rate in BP management ranged from 53.29% to 61.5%. …”
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Applying mortality data to improve emergency care planning for haemodialysis patients: a quality improvement project by Lisa Tang, Usha Appalsawmy

“…Cases involving cardiac arrest underwent further analysis, examining factors including their Clinical Frailty Score4 and the presence of a ReSPECT form.2 This review identified the underutilisation of ReSPECT forms in frail haemodialysis patients.Phase 2: we expanded the review of ReSPECT form use beyond cardiac arrest cases to include all haemodialysis patients who underwent an SJR in the same time frame, thus providing a broader perspective on ReSPECT form usage within the whole cohort.Phase 3: an intervention in the form of a departmental educational campaign, emphasising the high mortality rate among frail haemodialysis patients and, thus, the importance of advance care planning, was carried out. …”
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Epigenetic dysregulation-induced metabolic reprogramming fuels tumor progression in bladder cancer by Jian Zhang, Xiaosong Fan, Xu Xu, Yichao Han, Weixing Yu, Bicheng Yang, Yanling Chen, Shaolin Zhang

“…BackgroundBladder cancer remains a significant global health challenge with a high mortality rate despite advancements in treatment modalities. …”
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Mechanisms behind grouting pressure jumping in low-permeability limestones and techniques for grouting pressure control by Zhenli FAN, Lutong CAO, Yong CUI, Zhiwei ZHANG, Fengda ZHANG

“…Therefore, such grout was prone to block fractures, and the pressure rise rate was approximately 10 times greater than that of the cement grout. …”
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Assessment of Water Resources Carrying Capacity and Analysis of Its Coupling Coordination in the Yangtze River Economic Belt by XIONG Ying, JIANG Yi-xin, CHEN Si-xuan

“…Analysis of influencing factors identified the proportion of tertiary industry, urbanization rate, and per capita daily domestic water consumption as the three factors most strongly correlated with water resources carrying capacity. …”
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Assessment of heavy metal pollution sources and environmental capacity of typical farmland soils in northwestern Zhejiang based on the geological background of black rock series by Mei-hua Wang

“…Principal component analysis extracted four principal components with a cumulative contribution rate of 78.92%, and the spatial distribution differences were obvious. …”
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Eco-friendly QbD-optimized chromatographic method for simultaneous analysis of metronidazole and nicotinamide with applications in permeation, stability, and sustainability evaluat... by Kanaka Parvathi Kannaiah, Mohamed A. M. Ali, Hemanth Kumar Chanduluru, Anis Ahmad Chaudhary, Mahmoud El-Maghrabey, Reem H. Obaydo, Galal Magdy, Mohamed A. El Hamd

“…Chromatographic separations were conducted with an RP-HPLC-photodiode array (PDA) system equipped with an ODS column using gradient elution of ethanol and phosphate buffer (10 mM, pH 3.5) at a flow rate of 1.0 mL/min. pre-optimized conditions were determined using a two-level full factorial design (23 FFD). …”
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Longitudinal evaluation of common and unique brain-networks in variants of primary progressive aphasia by Rajan Kashyap, Rose Dawn Bharath, Changsong Zhou, Kyrana Tsapkini, John E. Desmond, SH Annabel Chen, Kaviraja Udupa, PT Sivakumar, Sagarika Bhattacharjee

“…To validate the rsfMRI networks and the longitudinal changes, we evaluated the grey matter (GM) volume, GM atrophy and the rate-of-atrophy of the brain areas. To corroborate the findings, we applied persistent homology on the structural networks derived from diffusion tensor images. …”
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Optimizing fertilizer application and straw return to fields to minimize nitrogen and phosphorus runoff losses in double-rice cropping systems by Ying Zhang, Jian Zhu, Changjun Li, Hua Peng, Ji Liu, Yue Luo, Min Song, Yanjiao Dai, Kai Deng, Xionghui Ji

“…Unknown of long-term patterns of losses and mechanisms driving runoff N and P in double-rice cropping systems limited the development of effective mitigation strategies. …”
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