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101
PCA-CGAN Structure Diagram.
Vydáno 2025“…After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”
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102
Comparison of Model Five-classification Results.
Vydáno 2025“…After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”
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103
PCAECG-GAN K-fold experiment table.
Vydáno 2025“…After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”
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104
PCA-CGAN Pseudocode Table.
Vydáno 2025“…After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”
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105
PCA-CGAN Ablation Experiment Results.
Vydáno 2025“…After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”
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106
<sup>14</sup>C-dates mentioned in the text.
Vydáno 2025“…Nevertheless, based on the absolute scarcity of the evidence so far in NW Europe and based on the lack of genetic evidence, we argue that the spread of the pressure knapping technique to NW Europe did not involve large-scale demic diffusion as it was the case with its dispersal into Scandinavia. …”
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107
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108
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109
The PRISMA diagram relevant to our study.
Vydáno 2025“…The evaluation of an LLM’s performance involved usage of both standard, validated, non-standardized, and/or customized performance measures considering a variety of constructs, other than accuracy. …”
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110
LLMs and their main uses in the included studies.
Vydáno 2025“…The evaluation of an LLM’s performance involved usage of both standard, validated, non-standardized, and/or customized performance measures considering a variety of constructs, other than accuracy. …”
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111
Chromatogram of Sample 46.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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112
Chromatogram of Sample 54.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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113
Chromatogram of Sample 43.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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114
Chromatogram of Sample 15.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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115
Chromatogram of Sample 14.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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116
Chromatogram of Sample 1.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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117
Chromatogram of Sample 42.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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118
Chromatogram of Sample 8.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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119
Chromatogram of Sample 44.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”
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120
Chromatogram of Sample 52.
Vydáno 2025“…Multidisciplinary analyses involving proteomics and lipidomics were performed on ceramic vessels from the Castelluccian settlement at Polizzello Mountain (Caltanissetta), revealing residues consistent with equine-derived substances. …”