The article "Diagnosis labeling with disease-specific characteristics mining" has been retracted due to serious errors in the data analysis. The researchers made mistakes in dividing the dataset and training the model, leading to misleading results. They also found that the comparison with other methods was not fair, and the model used was not trained properly. As a result, the authors decided to retract the paper to maintain the integrity of the research.