Extended Data Fig. 3: Additional illustrative digital phenotypes.

(a) An autistic girl who did not receive the M-CHAT-R/F. Her digital phenotype shows a mix of autistic and neurotypical-related variables, as illustrated in her SHAP values and prediction confidence score of .48. (b) App variables contributions of a misclassified neurotypical participant, whose digital phenotype was typically associated with autistic behavioral patterns. (c) App variables of a misclassified autistic participant, whose digital phenotype was typically associated with neurotypical patterns. Note that even misclassifications are provided with detailed explanations by the proposed framework. SHAP values of these participants are reported in Supplementary Fig. 1 of the Supplementary Information with gray, green and sky-blue points.