The dynamics of a feedback loop amplify this point; indeed, when gating networks incorporate structured company attributes and textual rationalizations, the prediction regime shifts from static analysis to an adaptive system. However, a potential bottleneck must be identified: the quality and relevance of the textual rationalizations used to train the gating network can become a significant limiting factor, drastically reducing prediction effectiveness even if the gating mechanism itself is superior.