A Guide to a Mixed-Methods Approach to Healthcare Research by Kritika Rana, Ritesh Chimoriya

“…By integrating numerical data analysis with in-depth contextual insights, mixed-methods research enables researchers to explore, explain, and generalize findings in healthcare settings more holistically than either method could achieve alone.…”
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Super-resolution of nodal and paranodal disruption in anti-pan-neurofascin-associated autoimmune nodopathy by Vinicius da Cruz Neris Geßner, Vinicius da Cruz Neris Geßner, Janis Theobald Linke, Janis Theobald Linke, Thomas-Otavio Peulen, Luise Appeltshauser, Claudia Sommer, Dirk Brämer, Christian Geis, Katrin Gertrud Heinze, Kathrin Doppler

“…This indicates that axonal integrity is largely preserved, with a potentially reversible decrease in paranodal and nodal adhesion proteins in patients with nodopathy revealing subtle alterations in nodal integrity that are not apparent with conventional imaging.DiscussionThese likely reversible changes may explain the rapid recovery seen in patients with anti-pan-neurofascin autoantibodies following autoantibody depletion. …”
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Development and prospective implementation of a large language model based system for early sepsis prediction by Supreeth P. Shashikumar, Sina Mohammadi, Rishivardhan Krishnamoorthy, Avi Patel, Gabriel Wardi, Joseph C. Ahn, Karandeep Singh, Eliah Aronoff-Spencer, Shamim Nemati

“…This study introduces COMPOSER-LLM, an open-source large language model (LLM) integrated with the COMPOSER model to enhance early sepsis prediction. …”
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Optimizing bioprocessing efficiency with OptFed: Dynamic nonlinear modeling improves product-to-biomass yield by Guido Schlögel, Rüdiger Lück, Stefan Kittler, Oliver Spadiut, Julian Kopp, Jürgen Zanghellini, Mathias Gotsmy

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Cross-Gendering the Racial Memory by Marlon B. Ross

“…Du Bois, Walter White, and Wallace Thurman—Gaines erects Miss Jane as a she/male icon who prophesies the integrated, interracial, harmonious United States nation that emerges ironically out of black folk’s capacity to endure and transcend an entrenched history of state-endorsed racial violence and abjection. …”
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Clinical and analytical validation of a combined RNA and DNA exome assay across a large tumor cohort by Anastasiya Yudina, Cagdas Tazearslan, Artur Baisangurov, Ekaterina Nuzhdina, Kelley Lauziere, Vitaly Segodin, Svetlana Podsvirova, Sergey Starikov, Madison Chasse, Kirill Shaposhnikov, Leznath Kaneunyenye, Olesia Klimchuk, Natalia Kuzkina, Noel English, Gleb Khegai, Danielle Sookiasian, Daria Shafranskaya, Dawn Fernandez, Yaroslav Lozinsky, Andrew Sobolev, Mary Abdou, Polina Turova, Konstantin Chernyshov, Alexey Efremov, Samuel Andrewes, Aviva Feinberg, Brianna McKenna, Jessica H. Brown, Anna Love, John Curran, Jochen Lennerz, Alexander Bagaev

“…Applied to 2230 clinical tumor samples, the integrated assay enables direct correlation of somatic alterations with gene expression, recovery of variants missed by DNA-only testing, and improves detection of gene fusions. …”
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Tailhook Recognition for Carrier-Based Aircraft Based on YOLO with Bi-Level Routing Attention by Aiguo Lu, Pandi Liu, Jie Yang, Zhe Li, Ke Wang

“…Firstly, a module called D_C3, which combines deformable convolution, was integrated into the backbone network to enhance the model’s learning ability and adaptability in specific scenes. …”
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Does family planning counselling during health service contact improve postpartum modern contraceptive uptake in Ethiopia? A nationwide cross-sectional study by Gavin F Pereira, Gizachew Assefa Tessema, Amanuel Tesfay Gebremedhin, Jane Scott, Kalayu Brhane Mruts, Jennifer Dunne

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ViT-DualAtt: An efficient pornographic image classification method based on Vision Transformer with dual attention by Zengyu Cai, Liusen Xu, Jianwei Zhang, Yuan Feng, Liang Zhu, Fangmei Liu

“…Moreover, the model integrates multi-head attention and convolutional block attention mechanisms to further improve classification accuracy. …”
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Wind energy system fault classification using deep CNN and improved PSO‐tuned extreme gradient boosting by Chun‐Yao Lee, Edu Daryl C. Maceren

“…Furthermore, the proposed integrated approach shows significance for fault diagnosis enhancement in wind energy systems and advancing the field towards more efficient and reliable operation.…”
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CNN-CBAM-LSTM: Enhancing Stock Return Prediction Through Long and Short Information Mining in Stock Prediction by Peijie Ye, Hao Zhang, Xi Zhou

“…Stock price data exhibits unique time-series characteristics; models emphasizing long-term data may miss short-term fluctuations, while those focusing solely on short-term data may not capture cyclical trends. …”
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Older people’s day centres’ preventive work: views of day centre providers and their stakeholders by Kritika Samsi, Katharine Orellana

“…Conclusions Day centres for older people can be well-placed to contribute to integrated care’s prevailing preventive agenda. However, tight budgets and limited joint commissioning practices potentially miss the benefits of anticipatory care day centres may offer to maintaining well-being and preventing deterioration.…”
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Different Aspects of Translation Revision Process by V. V. Sdobnikov

“…Translation revision is an integral part of the overall translation process and aims to enhance the translation quality. …”
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Motion Recording for Surveillance Camera by Baghdad Science Journal

“…The results of the experiments with the system indicate the ability to minimize some of the problems false detection and missed detections (like in a sudden change of light in the scene). …”
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Brief communication: Accurate and autonomous snow water equivalent measurements using a cosmic ray sensor on a Himalayan glacier by N. Pokhrel, N. Pokhrel, P. Wagnon, F. Brun, A. Khadka, A. Khadka, A. Khadka, T. Matthews, A. Goutard, D. Shrestha, B. Perry, M. Réveillet

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A Statistical Analysis of the Relationship Between Meme Stocks and Social Media by Seungju Lee, Yunyoung Lee, Jaewook Lee, Hoki Kim

“…To address this, we integrate econometric and NLP-based techniques, combining correlation analysis, Granger causality testing, BSADF-based bubble detection, and textual analysis. …”
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Lightweight Insulator and Defect Detection Method Based on Improved YOLOv8 by Yanxing Liu, Xudong Li, Ruyu Qiao, Yu Chen, Xueliang Han, Agyemang Paul, Zhefu Wu

“…These include the high complexity of existing algorithms, limited availability of UAV images, and persistent issues with false positives and missed detections. To address this issue, this paper proposed a lightweight drone-based insulator defect detection method (LDIDD) that integrates data augmentation and attention mechanisms based on YOLOv8. …”
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Multispectral Target Detection Based on Deep Feature Fusion of Visible and Infrared Modalities by Yongsheng Zhao, Yuxing Gao, Xu Yang, Luyang Yang

“…Finally, the C3-PSA (C3 Pyramid Compressed Attention) module is integrated to reinforce multiscale spatial feature extraction and refine feature representation, ultimately improving detection accuracy while reducing false alarms and missed detections in complex scenarios. …”
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A Novel Method for Water Surface Debris Detection Based on YOLOV8 with Polarization Interference Suppression by Yi Chen, Honghui Lin, Lin Xiao, Maolin Zhang, Pingjun Zhang

“…These optical artifacts severely impair the performance of conventional detection algorithms, increasing both false positives and missed detections. To overcome these imaging challenges in complex aquatic environments, we propose a novel YOLOv8-based detection framework with integrated polarized light suppression mechanisms. …”
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Application of multimodal deep learning in the auxiliary diagnosis and treatment of dermatological diseases by Ting Li, Bowei Li, Yuying Jia, Lian Duan, Ping Sun, Xiaozhen Li, Xiaodong Yang, Hong Cai

“…Multimodal data fusion can fully integrate various types of data to help doctors make more accurate clinical decisions. …”
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