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GeneralUse when none of the others fit, or for cross-domain work. Machine LearningLooks hardest at test contamination, single-seed results, unfair baselines, missing ablations and LLM-as-judge evaluations. Full list BiomedicineLooks hardest at sample size and power, multiple comparisons, blot and image integrity, blinding and trial registration. Full list Psychology / Social ScienceLooks hardest at pre-registration, sample composition, forking paths, manipulation checks and scale reliability. Full list Chemistry / MaterialsLooks hardest at repeated yields, characterization, DFT settings, catalyst leaching tests and scale-up. Full list

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