Abstract: Highlights•A k<math><mi is="true">k</mi></math>-hop graph construction algorithm to solve repeated aggregation of nodes is proposed.•The self-adaptive graph convolutional network for pneumonia detection is proposed.•A novel Node Adaptive Range Fusion module (NARF) for node feature fusion is proposed.
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