FIGURE 1 | Relative bias in between-effect estimates by analysis approach, between-to-within-effect ratio, and ICC X /ICC M . Manifest, manifest aggregation approach; Latent, latent aggregation approach; FPC Latent, the new approach with within-group fpc; R X / R M , between-to-within-effect ratio; ICC, intraclass correlation coefficient of the decomposed predictor or