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significant challenges » significant challenge (Expand Search), significant changes (Expand Search)
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significant challenges » significant challenge (Expand Search), significant changes (Expand Search)
significant decrease » significant increase (Expand Search), significantly increased (Expand Search)
challenges decrease » challenges case (Expand Search)
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761
MIT-BIH expanded dataset proportion chart.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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762
AUROC Graphs of RF Model and ResNet.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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763
PCA-CGAN Model Workflow Diagram.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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764
Structural Diagrams of RF Model and ResNet Model.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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765
PCA-CGAN model convergence curve.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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766
PCA-CGAN Structure Diagram.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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767
Comparison of Model Five-classification Results.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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768
PCAECG-GAN K-fold experiment table.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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769
PCA-CGAN Pseudocode Table.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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770
PCA-CGAN Ablation Experiment Results.
Published 2025“…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …”
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771
Current vaccine delivery model.
Published 2024“…<div><p>Developing countries face challenges in ensuring equitable, timely, and efficient vaccine availability at health facilities. …”
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772
Vaccine stock status, Gomba district, Uganda.
Published 2024“…<div><p>Developing countries face challenges in ensuring equitable, timely, and efficient vaccine availability at health facilities. …”
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773
Informed push model.
Published 2024“…<div><p>Developing countries face challenges in ensuring equitable, timely, and efficient vaccine availability at health facilities. …”
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774
Source of funds for vaccine pick-up at baseline.
Published 2024“…<div><p>Developing countries face challenges in ensuring equitable, timely, and efficient vaccine availability at health facilities. …”
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775
S1 Dataset -
Published 2024“…<div><p>Developing countries face challenges in ensuring equitable, timely, and efficient vaccine availability at health facilities. …”
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776
Image 1_Modulating effects of Phellinus linteus polysaccharides on antioxidant capacity, immune function, intestinal function and microbiota in lipopolysaccharide-challenged broile...
Published 2025“…The results demonstrated that LPS significantly decreased average daily gain (ADG), average daily feed intake (ADFI), and total antioxidant capacity (T-AOC) activity in serum and duodenum. …”
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777
Table 1_Effects of dietary amylose/amylopectin ratio on antioxidant ability and amino metabolism in the liver of weaned piglets undergoing feed transition and challenged with lipop...
Published 2025“…After LPS stress, colonic skatole concentration increased in DAR 0.40, 0.80 but decreased in other groups (p < 0.05). In conclusion, adverse effects of the LPS challenge could be reversed by feeding weaned piglets with low or high DAR diet through regulating amino metabolism and antioxidant function.…”
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778
Supplementary Material for: Primary Vitreoretinal Lymphomas: A Diagnostic Challenge. Report of two recent cases with retinal biopsies and molecular investigations in Halifax, Nova...
Published 2025“…The clinical diagnosis can be a challenge since the disease mimics uveoretinitis in its presentation and initial treatment response to steroids. …”
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779
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780
This is the data correction file.
Published 2024“…</p><p>Conclusions</p><p>The combined intervention significantly decreased systolic blood pressure and showed a trend towards reduced urine sodium excretion in hypertensive patients. …”