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Heuristics create bias.
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Intuition is opaque.
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Language is ambiguous.
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Refer to existentially testable actions or consequences.
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Be expressible in performative terms, reducible to human behavior.
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Withstand adversarial parsing and liability assessment.
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Do not require operational definitions.
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Cannot detect parasitism or unreciprocated cost imposition.
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Produce outputs suitable for conversation, not governance.
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Claims are parsed adversarially.
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Speech becomes accountable.
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Reasoning must insure reciprocity.
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Integrates natural sciences with social sciences
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Detects parasitism in moral, economic, or academic claims
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Bridges qualitative and quantitative reasoning
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Interpretations be stated in observable differences.
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Measurement hypotheses be falsifiable.
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Theories yield distinguishable predictions, not metaphysical speculation. This filters pseudoscientific narratives from testable theory.
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Operational definitions of “stimulus” (who receives, when, how measured).
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Liability for false macroeconomic projections.
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Adversarial testing of proposed policies against harms imposed. This enforces reciprocal accountability between theorists and the public.
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Claims must reduce to observable, repeatable changes in student behavior or performance.
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Pedagogies must be warranted under risk of liability for failure.
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Content must be decided by decidable outcomes, not moral assertions. This eliminates indoctrination while preserving instructional precision.
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Transparent model inputs, outputs, and error bounds.
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Clear separation of scientific forecasts from moral or political prescriptions.
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Falsifiability of each claim independent of consensus. This enables science without activism.