Connecting methods and evidence across disciplinary boundaries.
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Which tests distinguish ecological transfer failure from cyber-induced degradation? This review answers by treating compound distribution shift as a property of a sociotechnical workflow rather than a feature that can be read from average a...
Read article →Which invariants should be checked independently of predictive accuracy? This review answers by treating physics-informed assurance as a property of a sociotechnical workflow rather than a feature that can be read from average accuracy. The...
Read article →Reliable deployment in experimental campaigns under costly pressure-temperature conditions depends on more than obtaining a strong benchmark result. This conceptual analysis uses negative and null evidence to study how claims travel from da...
Read article →Reliable deployment in high-pressure nitride synthesis depends on more than obtaining a strong benchmark result. This conceptual analysis uses metadata sufficiency to study how claims travel from data to model output and then to action. Its...
Read article →Reliable deployment in diamond-anvil experiments with multi-instrument observations depends on more than obtaining a strong benchmark result. This conceptual analysis uses scientific provenance to study how claims travel from data to model...
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