Firth's penalized logistic regression: A superior approach for analysis of data from India's National Mental Health Survey, 2016 by Satish Suhas, Narayana Manjunatha, Channaveerachari Naveen Kumar, Vivek Benegal, Girish N. Rao, Mathew Varghese, Gopalkrishna Gururaj

“…The second challenge stemmed from the existence of disorders with lower prevalence rates, which resulted in datasets of limited density, potentially undermining the statistical reliability of our analysis. …”
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Transformer-based malware detection using process resource utilization metrics by Dimosthenis Natsos, Andreas L. Symeonidis

“…They solve the aforementioned issues, but require large datasets for training and struggle with false-positives and false-negatives. …”
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Improving accessibility and distinction between negative results in biomedical relation extraction by Diana Sousa, Andre Lamurias, Francisco M. Couto

“…However, most biomedical relation extraction datasets do not seek to distinguish between a false and a negative relation among two biomedical entities. …”
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Novel Feature Selection Method for Nonlinear Support Vector Regression by Kejia Xu, Ying Xu, Yafen Ye, Weijie Chen

“…Experimental results on three artificial datasets and five real-world datasets confirm that FS-NSVR effectively selects representative features and discards redundant features in a nonlinear system. …”
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A New Rule-Based Classification Method Using Shape-Based Properties of Spectral Curves by Songuel Polat, Alain Tremeau, Frank Boochs

“…The effective handling and use of such datasets for classification requires processing steps (dimensionality reduction through feature selection or feature extraction) that are not always goal-oriented. …”
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Research on intrusion detection method for edge networks based on federated reinforcement learning by DING Kai, HUANG Yidu, TAO Ming, XIE Renping

“…However, as public awareness of privacy grows, many datasets are no longer shared, leading to the emergence of data silos, which hinders the improvement of IoT security. …”
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Research and Analysis of Facial Recognition Based on FaceNet, DeepFace, and OpenFace by Li Minghan

“…Additionally, expanding datasets to include a broader range of facial features will enhance model robustness in real-world applications. …”
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Properties and Applications of the Modified Kies–Lomax Distribution with Estimation Methods by Abdelaziz Alsubie

“…Finally, the flexibility of the MKL distribution is checked using two real datasets, showing that it can provide close fit to both datasets as compared with other competing Lomax models. …”
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Ear Recognition Based on Gabor Features and KFDA by Li Yuan, Zhichun Mu

“…Experimental results of ear recognition on two datasets (USTB and UND datasets) and the performance of the ear authentication system show the feasibility and effectiveness of the proposed approach.…”
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Overview of Sign Language Translation Based on Natural Language Processing by Wang Hanmo

“…It highlights the critical need for high-quality, large-scale datasets to advance SLT research, while acknowledging challenges like data scarcity, annotation inconsistencies, and ethical concerns. …”
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Interventional radiology placement of totally implantable venous access devices in oncology practice by Shao Jin Ong, Gopinathan Anil

“… In November 1929, Werner Forssmann, a German surgical resident, attempted the first documented central venous catheter with a 35 cm-long catheter via his left antecubital vein.1 Although revolutionary for his time, this innovation encountered significant opposition, and he was expelled from his training programme for this unauthorised experimentation. …”
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Candiduria in the Critically Ill: A Gray Zone for the Microbiologist and Clinician Alike! by Ekadashi Rajni, Ayushi Jorwal, Tanisha Jain

“…Removal or change of catheter must be undertaken once such a report is received from the laboratory.…”
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Unusual Localization of Clostridium Difficile Infection in an Isolated Segment of the Descending Colon in a Critical Care Patient by Evgeni Brotfain, Leonid Koyfman, Amit Frenkel, Jochanan G. Peiser, Abraham Borer, Benjamin F. Gruenbaum, Alexander Zlotnik, Moti Klein

“…Here, we present a case of a 48-year-old man with Clostridium difficile colitis of an isolated segment in the descending colon treated by a novel catheter intraluminal antibiotic irrigation. The intraluminal antibiotic irrigation was performed through a Foley catheter inserted into the isolated mucus fistula. …”
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Increased birth rank of homosexual males: disentangling the older brother effect and sexual antagonism hypothesis by Raymond, Michel, Turek, Daniel, Durand, Valérie, Nila, Sarah, Suryobroto, Bambang, Vadez, Julien, Barthes, Julien, Apostolou, Menelaos, Crochet, Pierre-André

“…AE was not supported in individual datasets, including the analysis of the extended maternal family. …”
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An MRI Deep Brain Adult Template With An Advanced Atlas-Based Tool For Diffusion Tensor Imaging Analysis by Jean-Jacques Lemaire, Rémi Chaix, Aigerim Dautkulova, Anna Sontheimer, Jérôme Coste, Ana-Raquel Marques, Adrien Wohrer, Carine Chassain, Omar Ouachikh, Omar Ait-Aider, Denys Fontaine

“…It is open-source and gives users high resolution image datasets to describe nuclear-based and axonal architecture, combining pioneering and recent knowledge. …”
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Speech Recognition System Based on Machine Learning in Persian Language by Shahed Mohammadi, Niloufar Hemati, Neda Mohammadi

“…Both datasets were converted into images of audio waveforms. …”
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Mycobacterium fortuitum and Polymicrobial Peritoneal Dialysis-Related Peritonitis: A Case Report and Review of the Literature by Anwar Hamade, Agnieszka Pozdzik, O. Denis, Monika Tooulou, Caroline Keyzer, F. Jacobs, Jose Khabbout, Joëlle L. Nortier

“…We report a case of a 52-year-old man on PD, who developed refractory polymicrobial peritonitis necessitating PD catheter removal and shift to hemodialysis. Thereafter, M. fortuitum was identified in the PD catheter culture and in successive cultures of initial peritoneal effluent and patient was treated with amikacin and ciprofloxacin for six months with a good and sustained clinical response. …”
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Scrotal migration of the abdominal end of the ventriculoperitoneal shunt by Fatih Karatas, Muhammed Erkam Yuksek, Busra Gul, Mehmet Kenan, Mehmet Fatih Erdi

“…Shunt migration is a rare complication of VPS operation, and the shunt catheter may migrate to the gastrointestinal tract, scrotum, bladder, and other organs. …”
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Benchmarking of Multispectral Pansharpening: Reproducibility, Assessment, and Meta-Analysis by Luciano Alparone, Andrea Garzelli

“…After assessment on five different datasets, it was found to provide reliable and consistent results in ranking different fusion methods.…”
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Lightweight and Efficient CSI-Based Human Activity Recognition via Bayesian Optimization-Guided Architecture Search and Structured Pruning by Sungkwan Youm, Sunghyun Go

“…This approach allows for robust activity recognition from diverse WiFi datasets under varying conditions. Experimental results across multiple benchmark datasets demonstrate that our method not only maintains but often improves accuracy after pruning, resulting in models that are both smaller and more accurate. …”
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