Comparison of the period determinations between LightPred model, A. McQuillan et al. (2014; left panel), T. Reinhold et al. (2023), and A. R. G. Santos et al. (2021). Colors represent model confidence scores. The red and orange lines represent slopes of 1 and 0.5, respectively. The inconsistencies, seen on short periods and half-period regimes, are discussed in Section 5.2.5.