Global trade of medicinal and aromatic plants. A review by Sahar Zamani, Mehran Fathi, Mohammad-Taghi Ebadi, Ákos Máthé

“…This study analyzed global MAP market trends using export and import data from the International Trade Center (ITC) from 2010 to 2023. …”
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Synapse Calcium Image Analysis (SCIA): A Groundbreaking Toolkit for Real-Time Analysis of synaptic Calcium Signals by Li Ting, Wei Hengqi, Zhao Congjian

“…Custom tools were initially developed within individual labs for neuronal image analysis and shared across the research community. In the past, data analysis using open-source toolboxes like CaImAn and SIMA, previous image processing toolkits often subtract a universal background signal during image procession, which is inaccurate for delicate synapse calcium signals, neglecting the background heterogeneity of synapse. …”
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The impact of formal education on literacy and numeracy skills in Chilean adults: a comparative analysis with Latin American counterparts by Fernando Moncada Nahuelquín, Romualdo Ibáñez Orellana, Romualdo Ibáñez Orellana, Victor Kuperman

“…Chile and other Latin American countries consistently demonstrate the lowest scores in the international surveys of foundational information-processing skills. This paper examines the effect of formal education on the literacy and numeracy performance of Chilean adults and compares this effect with that observed in Latin American countries with similar information-processing skills. …”
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Decoding strategies for stigma reduction in substance use disorder: A qualitative synthesis utilizing the theoretical domain and behavior change wheel frameworks by Abhishek Ghosh, Kshitiz Sharma, Arshia Sood, Babita Sharma, Blessy B. George

“…Strategies like mindfulness and meta-cognitive approaches were identified to aid emotion processing and cognitive reappraisal. …”
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On the constitutive behaviour of the inertial drag with radiative and dissipative heat and chemical reaction for Casson fluid flow over an extending surface through permeable mediu... by Rupa Baithalu, Titilayo M Agbaje, Subhajit Panda, S.R. Mishra

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Intelligent Manufacturing in Wine Barrel Production: Deep Learning-Based Wood Stave Classification by Frank A. Ricardo, Martxel Eizaguirre, Desmond K. Moru, Diego Borro

“…Several techniques using classical image processing and deep learning have been developed to detect tree-ring boundaries, but they often struggle with woods exhibiting heterogeneity and texture irregularities. (2) Methods: This study proposes a hybrid approach combining classical computer vision techniques for preprocessing with deep learning algorithms for classification, designed for continuous automated processing. …”
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Long and short term fault prediction using the VToMe-BiGRU algorithm for electric drive systems by Lihui Zheng, Xu Fan, Zongshan Kang, Xinjun Jin, Wenchao Zheng, Xiaofen Fang

“…The VToMe-BiGRU is an intelligent analysis method applied to automobile workshops, which is closer to the data source for data processing and analysis, alleviates the strong dependence on real-time network transmission, reduces the time consuming and labor-intensive process of manually extracting and analyzing the features, and improves the accuracy and reliability of the fault prediction. …”
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RAGing ahead in rheumatology: new language model architectures to tame artificial intelligence by Diego Benavent, Vincenzo Venerito, Xabier Michelena

“…Future directions involve integrating RAG with fine-tuned, smaller LLMs and exploring multimodal models that can process diverse data types. Challenges such as infrastructure costs, data privacy concerns, and the need for specialized evaluation metrics must be addressed. …”
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Reinforcement learning based route optimization model to enhance energy efficiency in internet of vehicles by Quadeer Hussain, Ahmad Shukri Mohd Noor, Muhammad Mukhtar Qureshi, Jianqiang Li, Atta-ur Rahman, Aghiad Bakry, Tariq Mahmood, Amjad Rehman

“…However, some issues remain, like data protection, privacy, compatibility with other protocols and systems, and the availability of stable and continuous connections. …”
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Optimized Error Detection and Correction in ATM Networks Using the Enhanced Berlekamp Massey Algorithm With Hybrid Automatic Repeat Request by Mahmut Aykac

“…Not only the proposed algorithm cuts decoding complexity and processing time but also it makes it suitable for real time and modern communication networks like ATM. …”
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Evolving Strategies in Machine Learning: A Systematic Review of Concept Drift Detection by Gurgen Hovakimyan, Jorge Miguel Bravo

“…However, challenges remain, particularly with imbalanced data, computational efficiency, and the application of concept drift detection to non-tabular data like images. …”
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Nutrition & Sports by Thiel C, Gabrys L, Vogt L

“…Scheduling and preparation,data collection, signal processing and interpretation require sound knowledge of the usage requirements, methodological characteristics, and limitations of accelerometry. …”
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RURAL TOURISM IN THE RAZIM-SINOE AREA by Daniela-Mirela PLEȘOIANU, Violeta SIMIONESCU

“…Thus, after processing the data provided by the authorities, we conclude that it is noted that most of the tourists prefer hotel units, followed by the tourist in the tourist boarding houses and tourist villas; It is obviously an important flow of tourists during the summer and the highest percentages of foreign tourists from countries like Germany (25.4%), Italy (14.14%) and Austria (12.12%). …”
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A Novel Method for Diagnosing Heart Diseases Based on Internet of Things by Samir Paul

“…The system integrates sensors to measure key parameters like heart rate, blood pressure, and pulse, which are processed through a fuzzy logic algorithm. …”
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PolSAR image classification using complex-valued multiscale attention vision transformer (CV-MsAtViT) by Mohammed Q. Alkhatib

“…The model incorporates a complex-valued multiscale feature fusion mechanism, a complex-valued attention block, and a Complex-Valued Vision Transformer (CV-ViT) to effectively capture spatial and polarimetric features from PolSAR data. The multiscale fusion block enhances feature extraction, while the attention mechanism prioritizes critical features, and the CV-ViT processes data in the complex domain, preserving both amplitude and phase information. …”
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A Review on Application of Various Deep Learning Techniques and Filtering Approach in Plant Phenotyping by Rama devi Kalluri, Prabha Selvaraj

“…Therefore, it is strongly recommended in the study to use the imaging data process so that there is the attainment of accurate information from training datasets by using high-throughput systems like UAVs and other autonomous systems. …”
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WLAN Cell Handoff Latency Abatement Using an FPGA Fuzzy Logic Algorithm Implementation by Roberto Sepúlveda, Oscar Montiel-Ross, Jorge Quiñones-Rivera, Ernesto E. Quiroz

“…Still in need of better performance, multicell environments that provide extended coverage allow the mobile station nomadic passage beyond a single cell by means of cell dissociation-association process known as handoff. This process poses a challenge for real-time applications like voice over IP (150 ms maximum delay) and video (200–400 ms) sessions, to give the user a seamless cell-crossing without data loss or session breakage. …”
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Exploration of the path of digital technology empowering the sustainable development of alumni football—a study based on ordinal logistic regression analysis by Jiao Wang, Jiao Wang

“…Alumni football, participated in by a vast and growing population of college graduates in China, emerges as a strategic gateway to bridging this digital divide.MethodsThis study explores how digital technologies can empower the sustainable development of alumni football from the perspectives of data acquisition, processing, and application, with a focus on seven practical digital implementation scenarios. …”
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Artificial intelligence driven innovations in biochemistry: A review of emerging research frontiers by Mohammed Abdul Lateef Junaid

“…The review also addresses challenges such as data quality, model interpretability, and ethical considerations. …”
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A novel spectral transformation technique based on special functions for improved chest X-ray image classification. by Abeer Aljohani

“…These classification algorithms often requires conversion of a medical data to another space in which the original data is reduced to important values or moments. …”
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