To determine the diagnostic sensitivity and specificity and comparative effectiveness of traditional sleep apnea screening tools in traumatic brain injury (TBI) neurorehabilitation admissions. Design: Prospective diagnostic comparative effectiveness trial of sleep apnea screening tools relative to the criterion standard, attended level 1 polysomnography including encephalography. Setting: Six TBI Model System Inpatient Rehabilitation Centers. Participants: Between May 2017 and February 2019, 449 of 896 screened were eligible for the trial with 345 consented (77% consented). Additional screening left 263 eligible for and completing polysomnography with final analyses completed on 248. Intervention: Not applicable. Main Outcome Measures: Area under the curve (AUC) of screening tools relative to total apnea hypopnea index!15 (AHI, moderate to severe apnea) measured at a median of 47 days post-TBI (interquartile range, 29-47). Results: The Berlin high-risk score (receiving operating curve [ROC] AUCZ0.634) was inferior to the Multivariable Apnea Prediction Index (MAPI) (ROC AUCZ0.780) (PZ.0211; CI, 0.018-0.223) and Snoring, Tired, Observed, Blood Pressure, Body Mass Index, Age, Neck Circumference, and Gender (STOPBANG) score (ROC AUCZ0.785) (PZ.001; CI, 0.063-0.230), both of which had comparable AUC (PZ.7245; CI, À0.047 to 0.068). Findings were similar for AHI!30 (severe apnea); however, no differences across scales was observed at