Linking Electrocardiogram and Echocardiogram: Comparing Classical Machine Learning and Deep Learning Neural Networks for the Detection of Regional Wall Motion Abnormalities by Shantanu M. Joshi, Hana R. Shaik, Shivam Rai Sharma, Philip Strong, Uma Srivatsa, Imo Ebong, Hyoyoung Jeong, Chen-Nee Chuah, Lihong Mo

“…Additionally, we compared the performance, training time and model complexity of 1D CNN model with the latest foundation model, HuBERT-ECG. …”
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Motivations, acceptability and ethical considerations for interventional HIV cure research at the end of life: perspectives from long-term survivors of HIV in the United States by Ali Ahmed, Jeff Taylor, Whitney Tran, Simran Swaitch, Samuel O. Ndukwe, Rachel Lau, Kris H. Oliveira, Stephanie Solso, Cheryl Dullano, Andy Kaytes, Davey Smith, Robert Deiss, Sara Gianella, Karine Dubé

“…While they valued the scientific potential of combination strategies, they noted their complexity and burden. Opinions on analytical treatment interruptions were mixed and depended on ethical safeguards, including medical oversight and reversibility. …”
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Optimizing SVC placement for enhanced voltage stability using a novel index and hybrid ABC-PSO algorithm by Hafizur Rahman, Roman Mia, Mustafizur Rahman, Md. Faiyaj Ahmed Limon, Md. Shahid Iqbal, Md. Fahad Jubayer, Md. Rabiul Karim, Md. Janibul Alam Soeb

“…These findings demonstrate the robustness and practicality of the methodology and provide system operators with a robust means to ensure grid stability, operational efficiency, and enhanced resilience in the face of increasing load and system complexity.…”
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Optimise behavioural health and human factors research for deep space missions by classifying analogue scenarios and fidelity by Károly Kornél Schlosser, Károly Kornél Schlosser, Károly Kornél Schlosser, Károly Kornél Schlosser, Ilaria Cinelli, Ilaria Cinelli, Thorsten Waelde, Thorsten Waelde, Luis Luque Álvarez, Gábor Pokorádi, Krisztián Pósch, Iya Whiteley

“…Furthermore, we emphasise the functional-contextual importance of the features of analogue scenarios to resemble the complexity of current and/or future human space mission scenarios in terrestrial settings. …”
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Low-cost video-based air quality estimation system using structured deep learning with selective state space modeling by Maqsood Ahmed, Xiang Zhang, Yonglin Shen, Tanveer Ahmed, Shahid Ali, Ayaz Ali, Aminjon Gulakhmadov, Won-Ho Nam, Nengcheng Chen

“…The spatiotemporal forward and backward SSM dynamically adjusts parameters based on input, ensures linear complexity, and effectively captures long-range dependencies by bidirectional processing of spatiotemporal features through four scanning techniques (row-wise, column-wise, and their vertical reversals), which allows the model to accurately track pollutant concentrations and air quality variations over time. …”
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Decomposition of composted barn bedding: comparison with cattle manure under variable conditions for biofertilizer potential by William Gabriel Borges, Bruna da Silva, Giovana Rech Durigon, Vicente Flores Motta Schneider, Edpool Rocha Silva, Carolina Rivieira Duarte Maluche Baretta, Renan de Souza Rezende

“… • Dry manure decomposed faster than wet manure, although microbial respiration showed an opposite pattern, highlighting the complexity of decomposition processes. • Effective and sustainable management is essential to optimize decomposition and ensure the efficient use of Compost Barn material in agricultural production, emphasizing the importance of strategic management to maximize environmental benefits…”
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Evaluating the Usability, Technical Performance, and Accuracy of Artificial Intelligence Scribes for Primary Care: Competitive Analysis by Emily Ha, Isabelle Choon-Kon-Yune, LaShawn Murray, Siying Luan, Enid Montague, Onil Bhattacharyya, Payal Agarwal

“…Nearly all AI scribes generated SOAP-format notes in approximately 1 minute for a 15-minute standardized encounter (n=5), though documentation time increased with encounter length and topic complexity. While all AI scribes produced good to excellent quality medical notes, none were consistently error-free. …”
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Impact of Implementing Checklist Management Combined with SOP on Nursing Quality Among ENT Surgery Nurses by Ren L, Han L, Ping F, Yin Y, Liang T, Wang F

“…Liyan Ren,1 Li Han,2 Fumin Ping,3 Yanli Yin,4 Tao Liang,5 Fang Wang6 1Operation Room, Affiliated Hospital of Hebei University of Engineering, Handan, 056002, People’s Republic of China; 2Department of Nephrology, Affiliated Hospital of Hebei University of Engineering, Handan, 056002, People’s Republic of China; 3Affiliated Hospital of Hebei University of Engineering, Handan, 056002, People’s Republic of China; 4Department of Breast Surgery, Affiliated Hospital of Hebei University of Engineering, Handan, 056002, People’s Republic of China; 5Department of Respiratory, Affiliated Hospital of Hebei University of Engineering, Handan, 056002, People’s Republic of China; 6Nursing Department, Affiliated Hospital of Hebei University of Engineering, Handan, 056002, People’s Republic of ChinaCorrespondence: Fang Wang, Email xowu842@163.comObjective: Ear, nose and throat (ENT) surgeries require meticulous nursing care due to their complexity and risk of complications. Traditional nursing models often lack the standardization needed to ensure consistent quality and patient safety. …”
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Predictors of COVID-19 Vaccination Intention and Behavior Among Young People in a European Union Country With Low COVID-19 Vaccination Rates: Cross-Sectional Study by Sara Atanasova, Tanja Kamin, Nina Perger

“…ConclusionsThis study underscores the complexity of vaccination intentions and behaviors among young people, emphasizing the necessity for public health strategies promoting vaccination to be tailored to the specific reasons for nonvaccination within different subgroups. …”
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Construction of a Scientific Literature AI Data System for the Thematic Scenario: Technical Framework Research and Practice by Zhijun CHANG, Li QIAN, Yaoting WU, Yunpeng QU, Yue GONG, Zhixiong ZHANG

“…Working together, these tools ensure the efficiency and integrity of the design process from raw data to the AI data system. …”
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Variability in anticoagulation duration and follow-up for deep venous thrombosis: a retrospective cohort study by Adam Darnley, Thomas Knight, Jecko Thachil

“…Conversely, all patients reviewed in secondary care had their anticoagulation extended, with minimal bleeding complications. Given the complexity of long-term anticoagulation decisions, structured follow-up is essential to support shared decision-making and optimise outcomes. …”
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Presenting a Leadership Empowerment Model through Sense-making by Using the Cognitive and Behavioral Scripts by Hamid Zare, Aliasghar Pourezzat, Hasan Zareei Matin, Arezoo Salmani

“…A crucial aspect of effective leadership involves strategically shaping the mental models of individuals to ensure alignment with the organization’s objectives and foundational values. …”
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Stakeholders influence to reduce vitamin A deficiency in children aged 15 to 23 months in Iran: an analysis of stakeholders and networking by Golnaz Rajaeieh, Ahad Bakhtiari, Masoomeh Gholami, Fatemeh Mohammadi- Nasrabadi, Amirhossein Takian

“…In Iran, the prevalence of vitamin A deficiency among children aged 15 to 23 months increased during the decade from 2002 to 2012, mostly due to socio-economic reasons. Given the complexity of managing this deficiency, multiple stakeholders are involved in its prevention and treatment. …”
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The effect of supplementary parenteral nutrition with different energy intakes on clinical outcomes of patients after gastric cancer surgery by Sida Sun, Wenxing Sun, Wenhui Xie, Fuya Zhao, Xianzhong Guo, Junfeng Zhou, Qingliang He, Hanfeng Zhou

“…A power analysis was performed during the design phase of this study to ensure that statistical power exceeded 80% to reliably detect differences between the 2 groups. …”
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MODERN APPROACHES TO DIAGNOSTICS AND TREATMENT OF DENTAL TRAUMA by O.S. Ivanytska

“…It is important to develop the best conditions for tooth storage before replantation in order to improve the periodontal regeneration, the quality of the revascularization process, offer better types of splinting, which will ensure the regeneration of periodontal and pulp tissues, prevent inflammatory complications. …”
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Establishing CD19 B-cell reference control materials for comparable and quantitative cytometric expression analysis. by Lili Wang, Rukmini Bhardwaj, Howard Mostowski, Paul N Patrone, Anthony J Kearsley, Jessica Watson, Liang Lim, Jothir Pichaandi, Olga Ornatsky, Daniel Majonis, Steven R Bauer, Heba A Degheidy

“…To date, the lack of adequate reference materials, and the complexity of the cytometer instrumentation have resulted in few standards. …”
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Quantifying Lumbar Foraminal Volumetric Dimensions: Normative Data and Implications for Stenosis—Part 2 of a Comprehensive Series by Renat Nurmukhametov, Manuel De Jesus Encarnacion Ramirez, Medet Dosanov, Abakirov Medetbek, Stepan Kudryakov, Laith Wisam Alsaed, Gennady Chmutin, Gervith Reyes Soto, Jeff Ntalaja Mukengeshay, Tshiunza Mpoyi Chérubin, Vladimir Nikolenko, Artem Gushcha, Sabino Luzzi, Andreina Rosario Rosario, Carlos Salvador Ovalle, Katherine Valenzuela Mateo, Jesus Lafuente Baraza, Juan Carlos Roa Montes de Oca, Carlos Castillo Rangel, Salman Sharif

“…Results: The study’s volumetric analysis of lumbar foramina in 500 patients showed a progressive increase in foraminal volume from the L1/L2 to the L5/S1 levels, with significant enlargement at L5/S1 indicating anatomical and biomechanical complexity in the lumbar spine. Lateral asymmetry suggested further exploration. …”
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Awareness and perceived barriers to the adoption of best management practices for the transportation of lactating cull dairy cows of dairy producers in Ontario by M.W. Brunt, C. Ritter, D.L. Renaud, S.J. LeBlanc, D.F. Kelton

“…Four themes were identified, including (1) transfer of responsibility, (2) interpersonal relationships, (3) juggling priorities, and (4) complexities of long-term planning. Individual participant knowledge varied, and participants also described misconceptions that other producers held surrounding transport duration and distances or the number of possible sales points for lactating culled cows. …”
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Home Occupant Archetypes by Marco Antonio ORTIZ SANCHEZ

“…They also value safety and privacy, so the interactions with façade elements need to ensure them that their environment is safe and private. …”
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Improving Equity, Diversity, and Inclusion in LIS Education: Insights for Curriculum Development and Professional Preparation by Lili Luo

“…Without developing an understanding of these dynamics, students may struggle to fully grasp the complexities of marginalization or may inadvertently impose their perspectives on others. …”
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