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Optimizing Large Language Models for Arabic Healthcare Communication: A Focus on Patient-Centered NLP Applications
Published 2024-11-01“…In this study, a panel of medical experts evaluated responses generated by LLMs, including ChatGPT, for Arabic healthcare inquiries, rating their accuracy between 85% and 90%. After fine tuning ChatGPT with data from the Altibbi platform, accuracy improved to a range of 87% to 92%. …”
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1523
Bayesian optimization of biodegradable polymers via machine learning driven features from low-field NMR data
Published 2025-06-01“…Although machine learning approaches such as Bayesian optimization (BO) and convolutional neural networks (CNNs) are significant, there have been almost no reports on effective material design based on low-field nuclear magnetic resonance (NMR) data. This study proposes a method for optimizing polymer process conditions using CNN-based features extracted from relaxation curves. …”
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1524
A Hybrid Deep Learning Approach for Integrating Transient Electromagnetic and Magnetic Data to Enhance Subsurface Anomaly Detection
Published 2025-03-01“…Trained on synthetic datasets generated through forward modeling, MagEMNet leverages the adaptive moment estimation (Adam) optimizer and a dynamic learning rate strategy to enhance convergence. Our results show that MagEMNet not only outperforms traditional inversion techniques in terms of accuracy but also accelerates the inversion process, offering an efficient solution for real-world applications, including unexploded ordnance (UXO) detection and subsurface resource assessment.…”
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1525
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Blockchain Enabled Secure Medical Data Transmission and Diagnosis Using Golden Jackal Optimization Algorithm with Deep Learning
Published 2024-10-01“…With this motivation, this article proposes a new BC with a golden jackal optimization algorithm enabled DL assisted secure medical data transmission and diagnoses (BGJOA-DLSMTD). The objective of the BGJOA-DLSMTD algorithm is to analyze the disease with a high detection rate and securely transfer the medical images. …”
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1527
A fuzzy recurrent neural network for driver fatigue detection based on steering-wheel angle sensor data
Published 2019-09-01“…Aiming at how to extract more abstract and deep features in the driver’s direction operation data in the robust feature learning, this article constructs a fuzzy recurrent neural network model, which includes input layer, fuzzy layer, hidden layer, and output layer. …”
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1528
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Research on ATT-BiLSTM-Based Restoration Method for Deflection Monitoring Data of a Steel Truss Bridge
Published 2025-08-01“…Given the intricate operating environment of steel truss bridges, data anomalies are frequently initiated by faults in the sensor monitoring system itself during the monitoring process. …”
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1530
NeuralACT: Accounting Analytics Using Neural Network for Real-Time Decision Making From Big Data
Published 2025-01-01“…The experimental setup involves 10 categories of data from 2000 sources, sending data at a rate of 512 Mbps to 720 Mbps. …”
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1531
Development and Comparison of Artificial Neural Networks and Gradient Boosting Regressors for Predicting Topsoil Moisture Using Forecast Data
Published 2025-02-01“…<b>Results</b>: The final GBR model, with a 0.01 learning rate, 5 max depth, and 350 estimators, predicted topsoil moisture with an average mean squared error (MSE) of 0.027 and a maximum difference between observed and predicted data of 20.09% in a two-year series (May 2022–June 2024).…”
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1532
Quantifying prevalence and risk factors of HIV multiple infection in Uganda from population-based deep-sequence data.
Published 2025-04-01“…People living with HIV can acquire secondary infections through a process called superinfection, giving rise to simultaneous infection with genetically distinct variants (multiple infection). …”
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1533
A privacy-preserved horizontal federated learning for malignant glioma tumour detection using distributed data-silos.
Published 2025-01-01“…Initially, for developing this model, the collection of the MRI scans of non-tumour and glioma tumours has been done, which are further pre-processed by performing data balancing and image resizing. …”
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1534
Reinforcement Learning-Based Generative Security Framework for Host Intrusion Detection
Published 2025-01-01“…The proposed framework demonstrated a high accuracy rate of 96.5% average when faced with different attacks. …”
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1535
Data-Driven Decision-Making for Flexible Natural Gas Allocation Under Uncertainties: An Agent-Based Modelling Approach
Published 2024-10-01“…However, the economic scenario of case 3 demonstrates the second-highest rate of emissions (0.66 CO2-eq t/y), following the hydrogen-rich process routes in case 2. …”
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DRGNet: Enhanced VVC Reconstructed Frames Using Dual-Path Residual Gating for High-Resolution Video
Published 2025-06-01“…However, during the encoding process, compression artifacts and the loss of visual details remain unavoidable challenges, particularly in high-resolution video processing, where the massive amount of image data tends to introduce more artifacts and noise, ultimately affecting the user’s viewing experience. …”
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Context-Aware Deep Learning Model for Yield Prediction in Potato Using Time-Series UAS Multispectral Data
Published 2025-01-01“…</italic>) growing seasons under varied nitrogen (N)-rates ranging from 0 to 639 kg/ha. The raw data were preprocessed using Pix4Dmapper and the quantum geographic information system. …”
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Climate Study of Changes of Major Water Resources in Qom Province Using Satellite Data and Remote Sensing Technologies
Published 2021-03-01“…These images were pre-processed, processed and post-processed. Classification indices of four classes of water, salt land, common soil land and vegetation were applied and localized in Qom province. …”
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Impact of log file source and data frequency on accuracy of log file-based patient specific quality assurance
Published 2025-05-01“…Log file based PSQA can be used to increase the efficiency of this process. This study compared the dosimetric accuracy of high-frequency linear accelerator (Linac) log files and low-frequency log data stored in the oncology information system (OIS). …”
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Optimizing Risk-based Stock Return Prediction in Tehran Stock Exchange industries: A Data Envelopment Analysis
Published 2024-06-01“…Accordingly, the present study aims to optimize the forecast of risk-based stock returns in selected industries of the Tehran Stock Exchange. MethodsData analysis was performed in two phases. In the first phase, the data were estimated using a combined data method and AR (1) autoregressive process, from 2010 to 2019. …”
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