Triple
T12920499
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | neo-Malthusian |
E309105
|
entity |
| Predicate | instanceOf |
P0
|
FINISHED |
| Object | demographic theory perspective |
C32098
|
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: demographic theory perspective Context triple: [neo-Malthusian, instanceOf, demographic theory perspective]
-
A.
work of demography
A work of demography is a scholarly or analytical product that systematically studies and interprets population size, structure, distribution, and changes over time using quantitative data and statistical methods.
-
B.
demographer
A demographer is a specialist who studies the size, structure, distribution, and trends of human populations using statistical analysis.
-
C.
socio-economic theory
Socio-economic theory is a conceptual framework that analyzes how economic activity, social structures, and power relations interact to shape the distribution of resources, opportunities, and outcomes in society.
-
D.
demographic group
A demographic group is a segment of a population defined by shared characteristics such as age, gender, ethnicity, income, education, or location, used for analysis, comparison, or targeted decision-making.
-
E.
anthropological theory
Anthropological theory is the body of conceptual frameworks and analytical perspectives that anthropologists use to interpret and explain human cultures, behaviors, social structures, and meanings across time and space.
- 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_69d7bdf92b588190acdf2a2291ac4590 |
completed | April 9, 2026, 2:55 p.m. |
Created at: April 9, 2026, 5:41 p.m.