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Extreme chemical disorder does not destroy magnetic predictability: transition temperatures in 10-cation high-entropy oxides scale linearly with their constituent subsystems, yielding robust and tunable long-range ferrimagnetism.
Cross-source generalization in mass-shooting risk classification collapses due to feature deficiencies, revealing that model choice is less critical than data quality.