XGBoost model demonstrated strong performance with AUROC of 0.895 and sensitivity and specificity of 0.805 and 0.829

Diagnostic accuracy 73 percent for dementia specialists compared with 91 percent using the APS2

Other barriers include lack of knowledge, skill, and cognitive capacity

Hypothetical patients with MCI, baseline MMSE of 28, CSF Aβ1-42 of 925 pg/mL predicted to reach MMSE of 20 after 6.0 years

19.6 percent of first attempted suicides occur without an antecedent psychiatric disorder

Models that enable primary care practitioners to diagnose and evaluate patients for treatment eligibility would have biggest impact on wait times

High false-positive rate seen when used in primary care with diverse patient population

Second study demonstrates feasibility of program for assessing mental health needs of trauma patients

In a recent study, models had mean AUROC, sensitivity, and specificity of 1.00 for ASD screening

Providers should screen for suicide risk at well-child visits starting at age 12 years and during higher-risk situations