Pediatric sepsis phenotypes for enhanced therapeutics: An application of clustering to electronic health records by Ioannis Koutroulis, Tom Velez, Tony Wang, Seife Yohannes, Jessica E. Galarraga, Joseph A. Morales, Robert J. Freishtat, James M. Chamberlain

“…Using feature sets used in related clustering studies, LCA and K‐means algorithms were used to derive 4 distinct phenotypic pediatric sepsis segmentations. Each segmentation was evaluated for phenotypic homogeneity, separation, and clinical use. …”
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Evolution of butterfly leaf angle in the butterfly plastic zone of the surrounding rock of a circular roadway by Hongtao LIU, Yiwei JIN, Xiaofei GUO, Zijun HAN

“…The butterfly leaf angle, as a critical parameter representing the extension direction of the butterfly leaves, reflects the dynamic characteristics of the extension direction. …”
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Drug Safety During Breastfeeding: A Comparative Analysis of FDA Adverse Event Reports and LactMed^® by Hülya Tezel Yalçın, Nadir Yalçın, Michael Ceulemans, Karel Allegaert

“…The active pharmaceutical ingredients (APIs) associated with these ADEs were categorized based on the Anatomical Therapeutic Chemical (ATC, first level) classification. The top five APIs in each ATC group were explored in terms of the type of ADEs reported and compared to information in LactMed^®. …”
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A Physically Constrained Downscaling Framework for Hourly, All-Sky Land Surface Temperature in Mountainous Regions by Yongkang Li, Qing He, Yongqiang Liu, Yang Yan, Hailiang Zhang, Jiao Tan

“…High-resolution, all-weather land surface temperature (LST) data on a global scale are pivotal for accurately reflecting the thermal feedback from the underlying surface. …”
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Risk–Cost Equilibrium for Grid Reinforcement Under High Renewable Penetration: A Bi-Level Optimization Framework with GAN-Driven Scenario Learning by Feng Liang, Ying Mu, Dashun Guan, Dongliang Zhang, Wenliang Yin

“…The generator was co-trained using a composite stress index—combining expected energy not served, loss-of-load probability, and marginal congestion cost—ensuring that each scenario reflects both physical plausibility and operational extremity. …”
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Multiplex peptide microarray profiling of antibody reactivity against neglected tropical diseases derived B-cell epitopes for serodiagnosis in Zimbabwe. by Arthur Vengesai, Thajasvarie Naicker, Herald Midzi, Maritha Kasambala, Tariro L Mduluza-Jokonya, Simbarashe Rusakaniko, Francisca Mutapi, Takafira Mduluza

“…Immunodominant peptides were identified using color-coded heat maps and bar graphs reflecting the obtained fluorescence signal intensities. …”
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Research on deep learning model for stock prediction by integrating frequency domain and time series features by Wenjie Sun, Jianhua Mei, Shengrui Liu, Chunhong Yuan, Jiaxuan Zhao

“…This study employs an adaptive fusion approach to allow the two types of features to complement and enhance each other. The main innovations of this model are reflected in three aspects: (1) Construction of a time-channel hybrid model (MultTime2dMixer) to decouple the temporal evolution and inter-channel interactions of multivariate time series. (2) A novel non-graph-based stock relation modeling approach (NoGraphMixer) is proposed, which employs a learnable attention-based mapping mechanism to dynamically capture cross-stock dependencies without relying on pre-defined or static graph structures–thereby overcoming the inflexibility of conventional graph-based relation encoders. (3) Integration of a frequency-domain complex attention model (ATFNet) to model discontinuities in both the time and frequency domains, providing a strong supplement to time-domain modeling. …”
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Landslide assessment considering spatial calibration zoning of physical and mechanical parameters of rock and soil mass by Weimin YIN, Yuanyao LI, Xing LI, Ming LI, Le JU, Ou XIE

“…To address these deficiencies, this paper explored an enhanced SINMAP model tailored to various spatial calibration zones.Using Dazhou Town, Wanzhou District, Chongqing as a case study and employing frequency ratio and sensitivity index analysis, the key indicator factors are determined as rock and soil type, vegetation coverage, and proximity to roads from the eight indicator factors reflecting the cause of landslides. Based on the spatial distribution differences of key indicators, the study area was segmented into 6 different spatial calibration zones, and each assigned corresponding physical and mechanical parameters of the rock and soil. …”
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The Surgical Method of Craniectomy Differentially Affects Acute Seizures, Brain Deformation, and Behavior in a Traumatic Brain Injury Animal Model by Cesar Santana-Gomez, Gregory Smith, Ava Mousavi, Mohamad Shamas, Neil G. Harris, Richard Staba

“…The LFPI model can be generated with different surgical procedures that could affect the injury and be reflected in neurobehavioral dysfunction and acute electroencephalograph (EEG) changes. …”
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Peculiarities of the morphological composition, protein profile, and activity of aminotransferases in the blood of turkeys in the presence of keel “namins” by R. I. Fedyniak, R. A. Peleno

“…Blood somewhat objectively reflects the state of the internal environment in which all metabolic processes take place. …”
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Neutrophil percentage-to-albumin ratio mediates the association between life’s crucial 9 with cardiorenal syndrome: a secondary data analysis from NHANES by Zhe Fang, Jiawen Zhao, Hongyang Gong

“…Multivariable logistic regression analysis revealed that for every 10-unit increase in LC9 score, the risk of CRS decreased by 36% (OR = 0.64, 95% CI: 0.55, 0.76). For each 1-unit increase in NPAR, the risk of CRS increased by 12% (OR = 1.12, 95% CI: 1.07, 1.17). …”
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Detecting and measuring fine-scale urban tree canopy loss with deep learning and remote sensing by David Pedley, Justin Morgenroth

“…Precision values were higher than recall values (0.941 compared to 0.811), which reflected a deliberately conservative approach to avoid false positive detections. …”
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Cohort profile: the East London Health and Care Partnership Data Repository: using novel integrated data to support commissioning and research by George Howard, Kamaldeep Bhui, Amy Ronaldson, Evangelos Chandakas, Qiongwen Kang, Katie Brennan, Aminat Akande, Irene Ebyarimpa, Eleanor Wyllie, Richard Fradgley, Mark Freestone

“…Physical health conditions were more common in those with mental health conditions, reflecting that comorbidities are the norm rather than the exception. …”
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DIACHRONIC TRANSLATION PLURALITY IN THE PERSPECTIVE OF THE CREATIVE POTENTIAL OF THE TARGET CULTURE (case study of Ukrainian retranslations of W. Shakespeare’s tragedies) by Yana V. Boiko

“…The text of the translation mediates the link between cultures and the context, which determines its ability to bring a sense of interacting cultures. The translation reflects the translator’s individuality, formed in different historical conditions, his aesthetic and social views, which are different from the author’s views. …”
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PROMIS Minimal Clinically Important Differences Across Foot and Ankle Surgeries by Nathaniel E. Zona BA, Michael A. Hewitt BA, Carson Keeter MS, Sara E. Buckley DO, Kenneth J. Hunt MD

“…However, MCID values for PROMIS scales vary across foot and ankle surgeries and patient characteristics, suggesting a global MCID for patient populations may not reflect the true threshold of meaningful change for each individual patient. …”
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Balancing Yield and Sustainability: A Comparative Analysis of Supplemental Lighting in Commercial-Scale Cucumber Cultivation by Seyed Mohammad Hashemi, Andrzej Kurenda, Selin Karatepe, Nick A. Savidov

“…This study evaluates the effects of distinct lighting systems, industrial Light-Emitting Diodes (iLEDs), horticultural LEDs (hLEDs), high-pressure sodium (HPS) lamps, and controls (no supplemental light), each providing unique light spectra, on cucumber (<i>Cucumis sativus</i> L.) growth, physiology, and environmental impact under a controlled light intensity of 250 µmol m⁻² s⁻¹ in a commercial CEA setup. …”
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Environmental risk factors for self-harm during imprisonment: A pilot prospective cohort study. by Thomas Stephenson, Imogen Harris, Charlotte Armstrong, Seena Fazel, Roxanna Short, Nigel Blackwood

“…Multivariable logistic regression models were calculated individually for each predictor.<h4>Results</h4>55.7% of participants completed follow-up (83/149). …”
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Grammatical control of sign language production: EMG and motion capture analysis of adjective intensification in Austrian Sign Language (ÖGS) by Julia Krebs, Eric Harbour, Evie A. Malaia, Ronnie B. Wilbur, Hermann Schwameder, Dietmar Roehm, Dietmar Roehm

“…The experimental data were recorded from six proficient ÖGS signers, each producing fifteen adjectives (based on a set varied in phonological parameters of root forms) in intensified and non-intensified forms. …”
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Climate change as a wildlife health threat: a scoping review by Sabrina S. Greening, Lucie R. Pascarosa, Avery L. Munster, Roderick B. Gagne, Julie C. Ellis

“…Papers including themes related to management actions were limited reflecting some uncertainty on how best to respond and prepare for climate change. …”
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Trends in work participation among patients with inflammatory rheumatic musculoskeletal diseases (iRMDs): Data from the German National Database (2010–2022) by Johanna Callhoff, Uta Kiltz, Katinka Albrecht, Anja Strangfeld, Dirk Meyer-Olson, Katja Thiele, Carlo Veltri, Susanna Späthling

“…Except for SSc, the proportion of disability pension receivers decreased for all diagnoses.Conclusion Since 2010, work participation has improved for patients with iRMDs, as reflected in higher employment, reduced absenteeism and less disability retirement. …”
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