Critical Insights

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  "llmSummary": "Proposes a framework for evaluating knowledge contributions as 'critical insights' based on three criteria: surprising (updates informed beliefs), important (affects high-stakes decisions), and compact (transmissible in brief form). Draws on information theory (surprisal = -log₂(p)), decision theory (value of information), and research debt concepts to justify prioritizing novel, decision-relevant, and concise claims.",
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