- Conduct bias detection across the collected evidence set
checking for selection bias
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99,977 skills indexed with the new KISS metadata standard.
checking for selection bias
multiply-corroborated) from informed interpretations (moderate-confidence
confidence level
identify confounding variables
unstated assumptions
temporal context
divergent findings (contradictory claims)
isolated claims
distinguishing between foundational works that remain authoritative and outdated information superseded by newer findings
news aggregation
source accessed
author domain expertise
expand entity networks
identify major themes
including which source types will be most authoritative
concepts
evaluation
methodology documentation
evidence-backed narratives that distinguish fact from interpretation
temporal progression
targeted deep dives
publication venue
implementable fixes rather than vague warnings about potential issues.
not just individual function correctness.