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.