Use of childhood adversity and mental health admission patterns to predict suicide in young people by Anna Tarasenko, Dennis Ougrin

“…Limitations of machine learning models include recent changes in healthcare use patterns during the COVID-19 pandemic and poor long-term predictive value.…”
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Brain activity patterns reflecting security perceptions of female cyclists in virtual reality experiments by Mohammad Arbabpour Bidgoli, Arian Behmanesh, Navid Khademi, Phromphat Thansirichaisree, Zuduo Zheng, Sara Saberi Moghadam Tehrani, Sajjad Mazloum, Sirisilp Kongsilp

“…The Gaussian mixture approach is used to cluster brainwave patterns based on security perception from EEG data. …”
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Big Data Analytics for Uncovering Voxel Connectivity Patterns in Attention Deficit Hyperactivity Disorder by Caraka RE, Supardi K, Gio PU, Isnaniawardhani V, Chen RC, Djatmiko B, Pardamean B

“…The integration of machine learning models demonstrated improved classification accuracy, with ReLU-based neural networks outperforming others in most evaluation metrics.Discussion: The study demonstrates the potential of a robust, integrated machine learning framework to analyze high-dimensional neuroimaging data and identify biologically relevant markers of ADHD. …”
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Detecting Unusual Repetitive Patterns of Behavior Indicative of a Loop-Based Attack in IoT by Asmaa Munshi

“…This research extracted loop-based cases from the transmission session dataset of “CTU-IoT-Malware-Capture-7-1” (“Linux, Mirai”) and implemented a loop-based detection machine learning approach. The research employed nine machine learning models to illustrate how the loop patterns of the datasets can facilitate detection. …”
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From Pixels to Patterns: Trait Plasticity and Species Overlap of Calanus spp. in Arctic Fjords by Emilia Trudnowska, Ali Bukhari, Marta Gluchowska, Mads Schultz, Irina Smolina, Joanna Stoń‐Egiert, Jędrzej Świeżewski, Kaja Balazy

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Identification of S1 and S2 Heart Sound Patterns Based on Fractal Theory and Shape Context by Ana Gavrovska, Goran Zajić, Vesna Bogdanović, Irini Reljin, Branimir Reljin

“…The analysis of heart sound patterns is performed using support vector machine classifier showing promising results (above 95% accuracy). …”
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Detecting Fraudulent Transactions for Different Patterns in Financial Networks Using Layer Weigthed GCN by Shaziya Islam, Gagan Raj Gupta, Apu Chakraborty, Santosh Singh, Anisha Soni, Chhavi Patle

“…To evaluate its effectiveness, we compare LayerWeighted-GCN against classical machine learning models and traditional GNNs on the SIFT dataset. …”
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Topological data analysis of pattern formation of human induced pluripotent stem cell colonies by Iryna Hartsock, Eunbi Park, Jack Toppen, Peter Bubenik, Elena S. Dimitrova, Melissa L. Kemp, Daniel A. Cruz

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A Cox Model-Based Workflow for Increased Accuracy in Activity-Travel Patterns Generation by Dionysios Katsaitis, Dimitrios Rizopoulos, Konstantinos Gkiotsalitis

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A novel adaptive safe semi-supervised learning framework for pattern extraction and classification by Jun Ma, Junjie Li, Jiachen Sun

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Transcriptomics profiling of Parkinson’s disease progression subtypes reveals distinctive patterns of gene expression by Carlo Fabrizio, Andrea Termine, Carlo Caltagirone

“…Notably, two subtypes displayed opposite expression patterns for pathways involved in immune response alterations. …”
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Advancing Traditional Dunhuang Regional Pattern Design with Diffusion Adapter Networks and Cross-Entropy by Yihuan Tian, Tao Yu, Zuling Cheng, Sunjung Lee

“…To promote the inheritance of traditional culture, a variety of emerging methods rooted in machine learning and deep learning have been introduced. …”
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Fuzzy clustering of 24-2 visual field patterns can detect glaucoma progression. by Hwayeong Kim, Sangwoo Moon, Joohwang Lee, EunAh Kim, Sang Wook Jin, Jung Lim Kim, Seung Uk Lee, Jinmi Kim, Seungtae Yoo, Jiwon Lee, Giltae Song, Jiwoong Lee

“…<h4>Methods</h4>In this multicenter retrospective study, we classified characteristic patterns of 24-2 VF using AA and decomposed them with FCM clustering. …”
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A Comprehensive Monte Carlo-Simulated Dataset of WAXD Patterns of Wood Cellulose Microfibrils by Ricardo Baettig, Ben Ingram

“…It enables the development, validation, and benchmarking of novel algorithms and machine learning models for MFA prediction from diffraction patterns. …”
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Convolutional Neural Networks for Real Time Classification of Beehive Acoustic Patterns on Constrained Devices by Antonio Robles-Guerrero, Salvador Gómez-Jiménez, Tonatiuh Saucedo-Anaya, Daniela López-Betancur, David Navarro-Solís, Carlos Guerrero-Méndez

“…Recent research has demonstrated the effectiveness of convolutional neural networks (CNN) in assessing the health status of bee colonies by classifying acoustic patterns. However, developing a monitoring system using CNNs compared to conventional machine learning models can result in higher computation costs, greater energy demand, and longer inference times. …”
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Tree species classification using intensity patterns from individual tree point clouds by Andreas Tockner, Ralf Kraßnitzer, Christoph Gollob, Sarah Witzmann, Tim Ritter, Arne Nothdurft

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Predicting cisplatin response in cholangiocarcinoma patients using chromosome pattern and related gene expression by Sutheemon Techa-ay, Sasithorn Watcharadetwittaya, Raksawan Deenonpoe, Kitti Intuyod, Waleeporn Kaewlert, Anchalee Techasen, Watcharin Loilome, Poramate Klanrit, Manida Suksawat, Kwanjira Chaleekan, Sirinya Sitthirak, Malinee Thanee

“…Using chromosome microarray analysis on 20 CCA samples, we found distinct chromosomal aberration patterns between cisplatin responders and non-responders. …”
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Identifying monthly rainfall erosivity patterns using hourly rainfall data across India by Subhankar Das, Manoj Kumar Jain, Karl Auerswald, Carlos Rogerio de Mello, Peter Molnar

“…This study presents a comprehensive analysis of the spatial patterns and monthly distribution of rainfall erosivity across India, using data from 261 hourly and 2,525 monthly rainfall stations covering the period from 1969 to 2021. …”
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LeafLaminaMap: Exploring Leaf Color Patterns Using RGB Color Indices by Péter Bodor-Pesti, Lien Le Phuong Nguyen, Thanh Ba Nguyen, Mai Sao Dam, Dóra Taranyi, László Baranyai

“…Pigmentation and its pattern provide the possibility to distinguish genotypes and a basis for annual crop management practices. …”
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Fragmentation patterns and personalized sequencing of cell‐free DNA in urine and plasma of glioma patients by Florent Mouliere, Christopher G Smith, Katrin Heider, Jing Su, Ymke van der Pol, Mareike Thompson, James Morris, Jonathan C M Wan, Dineika Chandrananda, James Hadfield, Marta Grzelak, Irena Hudecova, Dominique‐Laurent Couturier, Wendy Cooper, Hui Zhao, Davina Gale, Matthew Eldridge, Colin Watts, Kevin Brindle, Nitzan Rosenfeld, Richard Mair

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