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Visual impairment prevention by early detection of diabetic retinopathy based on stacked auto-encoder
Published 2025-01-01“…Leveraging a comprehensive dataset from KAGGLE containing 35,126 retinal fundus images representing one healthy (normal) stage and four DR stages, our proposed model demonstrates superior accuracy compared to existing deep learning algorithms. …”
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Gender bias in urology: The role of gender in selecting urology as a medical specialty
Published 2025-01-01“…Results: The total study participants were 602 medical students. The dataset reveals a balanced gender representation, with males constituting 55.6% and females 44.4%. …”
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ANN-based software cost estimation with input from COCOMO: CANN model
Published 2025-02-01“…A publicly available dataset (COCOMONASA 2), various combinations of activation functions, and layer densities have been systematically explored, employing multiple evaluation metrics such as MAE, MRE, and MMRE. …”
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An emerging view of neural geometry in motor cortex supports high-performance decoding
Published 2025-02-01Get full text
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A Real-Time Intelligent System Based on Machine-Learning Methods for Improving Communication in Sign Language
Published 2025-01-01“…The system utilizes a specialized glove equipped with flex sensors and an MPU-6050 device to capture finger movements and hand orientation in a three-dimensional space. A dataset comprising ten unique PSL signs, each performed by five participants for a total of 5000 samples, was used to train machine learning classifiers. …”
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Microfragmented Adipose Tissue Injection (MFAT) May Be a Solution to the Rationing of Total Knee Replacement: A Prospective, Gender-Bias Mitigated, Reproducible Analysis at Two Yea...
Published 2021-01-01“…We identified all patients with KOA Kellgren-Lawrence grade 3 and 4 in our dataset of patients treated with a single injection of MFAT and applied published OKS thresholds for referral for TKR to separate them into 3 cohorts according to their functional impairment. 220 patients (95 females, 125 males) with KOA were given one MFAT injection. …”
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Device Modeling Based on Cost-Sensitive Densely Connected Deep Neural Networks
Published 2024-01-01“…Experimental results on a test dataset of 116 NWFETs demonstrate the effectiveness of this method. …”
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Epidemiology of Non-Melanoma Skin Cancer Patients Attending at Hiwa Hospital in Sulaimani City, Iraq
Published 2018-07-01Get full text
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Vitamin A family suppresses periodontitis by restoring mitochondrial metabolic reprogramming in macrophages through JAK-STAT pathway
Published 2025-01-01“…Cell Type-Specific Enrichment Analysis (CSEA) highlighted macrophages as critical in metabolic reprogramming, validated by external datasets with an AUC of 0.856 in GSE10334 and 0.750 in GSE1730678. …”
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Relationship between Memory Load and Listening Demands in Age-Related Hearing Impairment
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Assembly-free reads accurate identification (AFRAID) approach outperforms other methods of DNA barcoding in the walnut family (Juglandaceae)
Published 2025-01-01“…Specifically, we determined (1) the accuracy of DNA barcoding approaches in delimiting species in Juglandaceae, (2) the minimum size of chloroplast dataset for species discrimination, and (3) minimum amount of next generation sequencing (NGS) data required for species identification. …”
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The Identification of Key Genes and Pathways in Glioma by Bioinformatics Analysis
Published 2017-01-01“…The four key genes CDK17, GNA13, PHF21A, and MTHFD2 were identified in both generation (GSE4412) and validation (GSE4271) dataset, respectively. Regression analysis showed that CDK13, PHF21A, and MTHFD2 were independent predictors. …”
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