A theory that repeatedly fails to confirm expected predictions after extensive research likely needs to be modified or reconsidered. Persistent discrepancies between predictions and observations suggest that the underlying assumptions or mechanisms may be flawed. While further research could be beneficial, continuing to uphold a theory that consistently fails to align with empirical evidence may hinder scientific progress. Thus, it is essential to adapt or replace such theories to align with observed reality.
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