Triple
T21661242
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Bureaucratic Phenomenon |
E534598
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | contingency theory of organizations |
—
|
NE NERFINISHED |
How this triple was built (3 steps)
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.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: contingency theory of organizations | Statement: [The Bureaucratic Phenomenon, relatedTo, contingency theory of organizations]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: contingency theory of organizations Context triple: [The Bureaucratic Phenomenon, relatedTo, contingency theory of organizations]
-
A.
Organization Theory: From Chester Barnard to the Present and Beyond
"Organization Theory: From Chester Barnard to the Present and Beyond" is a scholarly work by Oliver E. Williamson that surveys and extends key developments in organizational theory from Barnard’s foundational ideas to contemporary perspectives.
-
B.
Towards a Methodology of the Problem of Organization
"Towards a Methodology of the Problem of Organization" is a theoretical essay by Georg Lukács that examines how revolutionary socialist organization should be understood and structured within the broader framework of Marxist theory and class consciousness.
-
C.
Center for Effective Organizations
The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
-
D.
Ambiguity and Choice in Organizations
Ambiguity and Choice in Organizations is a foundational organizational theory book that explores how limited information, conflicting goals, and uncertainty shape decision-making processes within organizations.
-
E.
A Dynamic Theory of Organizational Knowledge Creation
A Dynamic Theory of Organizational Knowledge Creation is a foundational scholarly article by Ikujiro Nonaka that explains how organizations systematically create, share, and transform knowledge through dynamic processes.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: contingency theory of organizations Target entity description: The contingency theory of organizations is a management theory that argues the most effective organizational structure and leadership style depend on situational factors such as environment, technology, and size rather than a single best way to organize.
-
A.
Organization Theory: From Chester Barnard to the Present and Beyond
"Organization Theory: From Chester Barnard to the Present and Beyond" is a scholarly work by Oliver E. Williamson that surveys and extends key developments in organizational theory from Barnard’s foundational ideas to contemporary perspectives.
-
B.
Towards a Methodology of the Problem of Organization
"Towards a Methodology of the Problem of Organization" is a theoretical essay by Georg Lukács that examines how revolutionary socialist organization should be understood and structured within the broader framework of Marxist theory and class consciousness.
-
C.
Center for Effective Organizations
The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
-
D.
Ambiguity and Choice in Organizations
Ambiguity and Choice in Organizations is a foundational organizational theory book that explores how limited information, conflicting goals, and uncertainty shape decision-making processes within organizations.
-
E.
A Dynamic Theory of Organizational Knowledge Creation
A Dynamic Theory of Organizational Knowledge Creation is a foundational scholarly article by Ikujiro Nonaka that explains how organizations systematically create, share, and transform knowledge through dynamic processes.
- F. None of above. chosen
Provenance (2 batches)
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_69e0c467e1f48190af2650b19175abc4 |
completed | April 16, 2026, 11:13 a.m. |
| NER | Named-entity recognition | batch_69ef6c0883d481908dfdc66832c34d74 |
completed | April 27, 2026, 2 p.m. |
Created at: April 16, 2026, 6:36 p.m.