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Of the NCP lesions, 96.6% were 1 cm and 76.8% were of a density -500 Hu, indicating them to have less consolidation than IP lesions, which had nodules ranging from 5-10 mm. The Trinary scheme accurately distinguished NCP from IP lesions, with an area under the curve (AUC) of 0.93. For patient-level classification in the external validation set, the Trinary scheme outperformed the Plain scheme (AUC 0.87 . 0.71) and achieved human specialist-level performance. Our study has potentially provided an accurate tool on chest CT for ea