Fig. 7: Local interpretations based on LIME method. | npj Precision Oncology

Fig. 7: Local interpretations based on LIME method.

From: Development and validation of machine learning models for young-onset colorectal cancer risk stratification

Fig. 7

A, B Local Interpretable Model-agnostic Explanations (LIME) for the case without YOCRC and the case with YOCRC. Figure (A) displayed the case without YOCRC, this example is correctly classified as YNCRC mainly through the following conditions: a negative FIT, low levels of CRP, CEA, LDH, along with the higher Lym count. Figure (B) showed an individual with YOCRC, LIME method also correctly indicates high possibility of YOCRC, this was mainly determined by the following conditions: a higher levels of CRP, CEA, and Mono count, the lower level of Hb, and Lym count, while the negative FIT and higher level of HDL had an incorrect effect on the final classification results.

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