This analysis examines nearly 46,000 protein structures to understand what predicts quality. We found that most individual features are weak predictors of accuracy, but significant redundancy exists among them—and hundreds of structures defy expectations with excellent quality despite extreme feature values. The findings reveal opportunities to simplify feature sets and investigate anomalies that challenge conventional quality models.
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