Proactive Data Placement in Heterogeneous Storage Systems via Predictive Multi-Objective Reinforcement Learning by Suchuan Xing, Yihan Wang

“…The system incorporates a sophisticated reward mechanism that balances performance gains against migration overhead, while employing prioritized experience replay and adaptive learning rates to handle non-stationary workload characteristics. …”
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Risk of Incidence and Lethality by Etiology of Severe Acute Respiratory Syndrome in Hospitalized Children Under 1 Year of Age in Brazil in 2024: A Cross-Sectional Study by Tamires de Nazaré Soares, Natasha Cristina Oliveira Andrade, Suziane do Socorro dos Santos, Marcela Raíssa Asevedo Dergan, Karina Faine Freitas Takeda, Jully Greyce Freitas de Paula Ramalho, Luany Rafaele da Conceição Cruz, Perla Katheleen Valente Corrêa, Marli de Oliveira Almeida, Joyce dos Santos Freitas, Wilker Alves Silva, Marcos Jessé Abrahão Silva, Daniele Melo Sardinha, Luana Nepomuceno Gondim Costa Lima

“…Distribution by final classification and epidemiological week (EW) was analyzed; the incidence rate by Federative Unit (FU) (cases/100,000 < 1 year) with risk classification (Low/Moderate/High) was assessed; and, for cases with positive viral RT-PCR, the etiological frequency and virus-specific lethality rate (deaths/total cases of etiology ×100), also with risk classification, were extracted. …”
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Williams Syndrome and Agreement: The Case for Spanish Speakers by Antònia Llull Febrer, Lluís Barceló-Coblijn, Elga Cremades

“…Additionally, error rates are low in both groups, suggesting that observed discrepancies might be due to individual variation rather than condition-specific deficits, even though the statistical power of the study is limited. …”
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Clustering Library Loan Books Using K-Means Clustering by Mawar Indah Tanjung, Sriani Sriani

“…This study aims to classify books based on borrowing patterns to provide insights into library collection management. …”
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Who underreports smoking on birth records: a Monte Carlo predictive model with validation. by Thomas G Land, Anna S Landau, Susan E Manning, Jane K Purtill, Kate Pickett, Lauren Wakschlag, Vanja M Dukic

“…However, little is known about which populations have higher rates of underreporting. Availability of more accurate measures of smoking during pregnancy could greatly enhance the usefulness of existing studies on the effects of maternal smoking offspring, especially in those populations where underreporting may lead to underestimation of the impact of smoking during pregnancy.…”
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Advanced predictive disease modeling in biomedical IoT using the temporal adaptive neural evolutionary algorithm by Chandragandhi S, Arvind C, Srihari K

“…Experimental evaluations demonstrate TANEA’s superior performance over traditional methods, achieving improved accuracy, reduced computational overhead, and faster convergence rates. The algorithm’s adaptability to various biomedical data patterns enables more effective real-time monitoring and decision-making in IoT-based healthcare environments. …”
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Joint estimation of hand-foot-mouth disease model and prediction in korea using the ensemble kalman filter. by Wasim Abbas, Sieun Lee, Sangil Kim

“…The implications of our findings suggest a notable shift in transmission and recovery rates, starting in 2015.<h4>Discussion</h4>The model successfully predicted the peak and magnitude of HFMD outbreaks occurring between June and December, closely matching the observed epidemic patterns. …”
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A Comprehensive Assessment of Ayurvedic Patient Care Services in a Modern Medicine Public Tertiary Care Hospital by Renuka Munshi, Santosh Kadam

“…Over five years patient retention rates exhibited a gradual increase signifying a higher level of patient satisfaction and loyalty towards Ayurvedic treatments. …”
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Selfish Node Detection in Delay Tolerant Networks Using Fuzzy Logic by Fahimeh Rashidjafari, Nahideh Derakhshanfard, Behrouz Shahrokhzadeh, Ali Ghaffari

“…Simulation results demonstrate that the proposed method enhances the delivery rate by 10% and reduces the average delay by 15% and hop count by 8% when compared to existing approaches.…”
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Clinical and survival differences between second primary and first primary nasopharyngeal carcinoma in a retrospective study by Xin Huang, Ying Kong, Tianyu Wu, Zhen Meng, Min Kang

“…Therapeutically, 2nd NPC patients showed significantly lower rates of curative-intent treatment (75.6% vs. 91.3%, p = 0.010), lower rates of good treatment tolerance (86.7% vs. 96.1%, p = 0.068), reduced chemotherapy utilization (73.3% vs. 89.3%, p = 0.014), and less frequent cisplatin use during concurrent chemotherapy (66.7% vs. 84.4%, p = 0.034). …”
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A novel spatial heterogeneity decay model for depicting scale-effects in urban land by Weilin Wang, Rong Wang, Yangyang Lu, Yuanyuan Meng, Zhou Zhou

“…Based on the scale-effect model, we derived characteristic indicators (maximum, minimum, fluctuation, and rate of decay) of the SHUL scale-effect and compared their variation across Chinese cities. …”
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Popular Phonetic Mapping in The Qur’an and Its Implications on Teaching Arabic for Non-Native Speakers by Muhammad Thohir, Muhammad Dzakiruddin

“…This study aimed to map popular phonetics with repetition rate in the Qur'an in order to build implicative concepts in Arabic learning for non-native speakers. …”
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Global burden of breast cancer and application of patient-reported outcomes in clinical trials: a systematic analysis based on the global burden of disease study 2021 and WHO inter... by Jiaxin Hao, Jiaxin Hao, Yijia Gong, Yijia Gong, Xiaowen Zhang, Xiaowen Zhang, Xiaowen Zhang, Minghong Du, Minghong Du, Minghong Du, Huan Wang, Huan Wang, Huan Wang, Guolin Guo, Mengqing Zhou, Tian Tian, Hongguo Rong, Hongguo Rong, Hongguo Rong

“…This study analyzes geographic patterns, temporal trends and age patterns of female breast cancer disease burden globally and explored the association between age standardised rates for disability adjusted life years (ASDR) of female breast cancer and sociodemographic index (SDI). …”
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Underwater Acoustic Communication by a Single-Vector Sensor: Performance Comparison Using Three Different Algorithms by Long-xiang Guo, Xiao Han, Jing-wei Yin, Xue-song Yu

“…In this paper, three different algorithms are used to process the experimental data and their performance are compared in terms of equalized output signal to noise ratio (OSNR) and bit error rate (BER). The three algorithms are P-DFE, B-DFE, and T-DFE, respectively. …”
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Hematological Changes and Immunomodulation of Neutrophil and Monocyte Populations in Shelter Dogs by Marek Kulka, Iwona Monika Szopa, Maciej Klockiewicz

“…Our study revealed that stressful conditions can alter the molecular pattern of surface receptors on neutrophils and monocytes, as well as the leukocytes apoptosis rate. …”
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Effect of exogenous silicon on resistance of asparagus bean rust and its physiological mechanism by LI Guo-jing, LIU Yong-hua, ZHU Zhu-jun, WU Xiao-hua, WANG Bao-gen

“…The effects of root-applied silicon and inoculation with Uromyces vignae on the activities of peroxidase (POD), catalase (CAT), ascorbate peroxidase (APX), phenylalanine ammonia-lyase (PAL), superoxide dismutase (SOD), the content of malonyldialdehyde (MDA), the chlorophyll fluorescence parameters and the respiration rate in the leaves of asparagus bean (Vigna sesquipedalis Wight.) were investigated. …”
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Damage Evolution Characteristics of Rock Salt under Different Stress Conditions by Chunping Wang, Jianfeng Liu, Lu Wang

“…The damage degrees where the damage rate starts to decrease are about 0.83 in the direct tensile test, about 0.75 in the Brazilian test, and about 0.91 in the compression test. …”
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Lifestyle Issues in Inflammatory Bowel Disease – Smoking by Cecilia Benoni

“…In ulcerative colitis, but not in Crohn’s disease, a dose-response pattern has been demonstrated. Changes in clinical course, in disease severity and extension, and in recurrence rate indicate substantial clinical effects of smoking with a protective effect of smoking in ulcerative colitis and an aggravating effect in Crohn’s disease. …”
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Nasal Discharge Eosinophils in Childhood Asthma Patients as a Predictive Factor for Persistent Asthma by Norihide Murayama, Kikuno Murayama

“…The evaluation of nasal discharge eosinophils in the asthma group showed a significantly higher positive rate in older age groups than in the 0–1-year-old age group (p<0.05–0.001). …”
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Experimental Study on the Diffusion Radius of Modified Slurry Used in Longwall Overburden Isolated Grouting by Dayang Xuan, Mingwei Zhang, Jian Li, Zebin Dong, Aimaiti Alimu, Jialin Xu

“…The cement-blending ratio was found to have a small effect on the density of the slurry but a significant effect on the slurry’s precipitation rate and viscosity. The slurry diffusion experimental system was established to study the diffusion radius and consolidation. …”
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