HIGHLIGHTS
SUMMARY
Understanding the family environment of Chinese adolescents with NSSI is beneficial to explore the influence of family factors on adolescents with NSSI, thereby improving family relationships and functions. As a common tool for big data mining, machine_learning algorithms have been more and more widely used in the clinical and medical fields, such as COVID-19, Crohn`s disease, and schizophrenia diagnosis. The authors also compared other machine_learning approaches to distinguishing NSSI from mood disorders. Distinguishing mood disorders in adolescents with and without NSSI was a more difficult task, and the accuracy of all machine_learning . . .
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