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marked decrease » marked increase (Expand Search)
classifiers » classifier (Expand Search), classified (Expand Search)
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Accuracy of multiple classifiers with a deep-learning-based feature set
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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The performance (F1) of 11 behavioral classifiers (models) and their corresponding Detection Thresholds.
Published 2024Subjects: “…Biological Sciences not elsewhere classified…”
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Confusion matrix for the proposed ensemble classifier.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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Logistic Classifier Confusion Matrix.
Published 2025“…The validated data is employed to train machine learning classifiers and deep learning algorithms, targeting a 27.25% enhancement in operational efficiency based on F1 score. …”
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Statistic Result of Random Forest Classifier.
Published 2025“…The validated data is employed to train machine learning classifiers and deep learning algorithms, targeting a 27.25% enhancement in operational efficiency based on F1 score. …”
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Statistic Result of Support Vector Classifier.
Published 2025“…The validated data is employed to train machine learning classifiers and deep learning algorithms, targeting a 27.25% enhancement in operational efficiency based on F1 score. …”
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Confusion Matrix for Support Vector Classifier.
Published 2025“…The validated data is employed to train machine learning classifiers and deep learning algorithms, targeting a 27.25% enhancement in operational efficiency based on F1 score. …”
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Naïve Bayes Classifier Confusion Matrix.
Published 2025“…The validated data is employed to train machine learning classifiers and deep learning algorithms, targeting a 27.25% enhancement in operational efficiency based on F1 score. …”
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Statistic Result of <i>Naïve Bayes Classifier.</i>
Published 2025“…The validated data is employed to train machine learning classifiers and deep learning algorithms, targeting a 27.25% enhancement in operational efficiency based on F1 score. …”
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A sample precision curve of "anogenital sniffing" classifier shows its maximum F1 = 0.77 at Detection Threshold ~ 0.3.
Published 2024Subjects: “…Biological Sciences not elsewhere classified…”
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Detailed breakdown of sex-biased model performance across different sex-specific test subsets.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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Sex-biased model performance on a sex-balanced dataset.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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Grad-CAM heatmaps showing model focus in sex-biased synovial recess distension detection.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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Overview of the study workflow for AI-driven musculoskeletal ultrasound analysis.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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Model accuracy by sex and synovial recess distension in test sub-populations.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”
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Grad-CAM visualizations of the sex-classification model applied to knee joint ultrasound images.
Published 2025Subjects: “…Biological Sciences not elsewhere classified…”