What this dimension measures
What this dimension measures
Business names, officers, addresses, status and products change over time.
Two individually credible sources can disagree because they describe different dates.
Silently choosing one source hides uncertainty instead of resolving it.
How ENTIA reduces the work left to the model
How ENTIA reduces the work left to the model
ENTIA models temporal state, corrections and conflicting observations so the consumer can distinguish current, historical and unresolved claims.
Evidence boundary
Evidence boundary
Freshness and contradiction handling reduce ambiguity; they do not justify rewriting historical evidence to match the newest observation.
Conceptual framework. It does not claim that lower resistance guarantees citation, ranking, recommendation or model behaviour.
Knowledge cluster
Knowledge cluster
Cognitive ResistanceENTIA · Cognitive ResistanceEntity ambiguity and identity resolutionENTIA · Cognitive ResistanceEvidence and provenanceENTIA · Cognitive ResistanceTemporal validity and contradiction loadCurrentSemantic structure and machine accessENTIA · Cognitive ResistanceCognitive Resistance, Risk Score and assuranceENTIA · Cognitive ResistanceMachine actionabilityENTIA · Cognitive Resistance