Clinical Feature Ablation Performance Comparison

Comparison results of key clinical feature ablation (mean ± standard deviation). The dataset, shared by author Chang Qu, was last updated on April 7, 2026. It is a small file of 5.5 KB, stored in an XLS format.

Use Cases

• Analyze how the removal of specific clinical features affects model performance metrics like mean and standard deviation.
• Compare ablation study results across different experimental conditions documented in the table.
• Validate feature importance rankings by examining the performance drop when key features are ablated.

Strengths

• Data is openly licensed under CC-BY-4.0.
• Provides specific statistical metrics (mean and standard deviation) for comparison.

Limitations

• Extremely small scale at 5.5 KB, indicating very limited data volume.
• No information on the number of rows, columns, or underlying sample size is provided.
• The description lacks details on the source models, clinical features, or evaluation tasks.

Provenance

Source

figshare, author Chang Qu.

Collection Method

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Time Range

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Freshness

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Geography

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