Triple
T29446932
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marshallian demand |
E746877
|
entity |
| Predicate | instanceOf |
P0
|
FINISHED |
| Object | consumer theory concept |
C55615
|
CONCEPT FINISHED |
How this triple was built (1 step)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
CD
Concept disambiguation
gpt-5-mini-2025-08-07
Target class: consumer theory concept Context triple: [Marshallian demand, instanceOf, consumer theory concept]
-
A.
consumer protection study
A consumer protection study systematically examines laws, policies, market practices, and consumer behaviors to evaluate how effectively consumers are informed, treated fairly, and safeguarded from harm in the marketplace.
-
B.
economic theory
Economic theory is a conceptual framework that explains how individuals, firms, and governments make decisions about the allocation of scarce resources and how these decisions shape the production, distribution, and consumption of goods and services.
-
C.
public choice theorist
A public choice theorist is a scholar who applies economic tools and rational-choice models to analyze how political decisions are made by self-interested voters, politicians, and bureaucrats.
-
D.
decision theory
Decision theory is the study of how agents should and do make rational choices under conditions of uncertainty, balancing preferences, probabilities, and outcomes.
-
E.
consumer product
A consumer product is a tangible or digital good designed, produced, and marketed for purchase and use by individual end-users to satisfy personal needs or desires.
- F. None of above. chosen
Provenance (1 batch)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69f0a7a230488190b44a97fe3d16f731 |
completed | April 28, 2026, 12:27 p.m. |
Created at: April 28, 2026, 3:28 p.m.