Triple
T30082913
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Malthusianism |
E764521
|
entity |
| Predicate | instanceOf |
P0
|
FINISHED |
| Object | demographic theory |
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 Context triple: [Malthusianism, instanceOf, demographic theory]
-
A.
demographic theory perspective
chosen
A demographic theory perspective is an analytical approach that explains social, economic, and political phenomena primarily through patterns, changes, and structures in population size, composition, and distribution.
-
B.
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.
-
C.
demographer
A demographer is a specialist who studies the size, structure, distribution, and trends of human populations using statistical analysis.
-
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.
population dynamics model
A population dynamics model is a mathematical or computational framework that describes how the size and structure of a population change over time under the influence of births, deaths, migration, and interactions with the environment or other populations.
- F. None of above.
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_69f22473c0fc8190a926a8051b3b378b |
completed | April 29, 2026, 3:32 p.m. |
Created at: April 29, 2026, 7:03 p.m.