Operating temperature has a significant impact on the reliability of Metal Oxide Semiconductor Field Effect Transistors (MOSFETs). In Si-channel MOSFETs, the effective density of charged oxide defects (Neff) at operating condition typically shows an Arrhenius temperature dependence with EA ~0.1 eV. In contrast, apparent non-Arrhenius temperature dependence is reported here for InGaAs devices subjected to BTI stress in a wide range of temperature (77 K to 373 K). This apparent non-Arrhenius temperature dependence is explained here by the presence of three distinct populations of electron traps. Capture-Emission-Time (CET) maps are derived from the experimental data, and are modeled by three bivariate distributions of energy barriers for the capture and emission processes. The total Vth measured in BTI experiments reflects different contributions from the three defect populations, depending on the chosen temperature range, and on the measurement timing. We show that a correct description of the three defect distributions is crucial to properly assess their impact on the device performance.