What this dimension measures
What this dimension measures
Resistance asks: how much interpretation is still required?
Assurance asks: how strongly is this claim supported?
Actionability asks: is the available evidence sufficient for a given automated task?
How ENTIA reduces the work left to the model
How ENTIA reduces the work left to the model
The useful architecture is directional: lower unresolved resistance, higher explicit assurance and higher actionability where policy permits. The dimensions can be reported separately instead of hiding them inside a single opaque score.
Evidence boundary
Evidence boundary
This knowledge framework is not a publication of new Risk Score weights. Existing production scoring must be reconciled against the current implementation before any formula is described as canonical.
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 loadENTIA · Cognitive ResistanceSemantic structure and machine accessENTIA · Cognitive ResistanceCognitive Resistance, Risk Score and assuranceCurrentMachine actionabilityENTIA · Cognitive Resistance