Triple

T17849766
Position Surface form Disambiguated ID Type / Status
Subject John C. Flanagan E445765 entity
Predicate hasPublished P80 FINISHED
Object “The Critical Incident Technique”
“The Critical Incident Technique” is a seminal 1954 methodological paper by psychologist John C. Flanagan that introduced a systematic approach for collecting and analyzing significant human behavior incidents in applied research and organizational settings.
E1291026 NE FINISHED

How this triple was built (4 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: “The Critical Incident Technique” | Statement: [John C. Flanagan, hasPublished, “The Critical Incident Technique”]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: “The Critical Incident Technique”
Context triple: [John C. Flanagan, hasPublished, “The Critical Incident Technique”]
  • A. The Elasticity of Psycho-Analytic Technique
    The Elasticity of Psycho-Analytic Technique is a seminal psychoanalytic paper by Sándor Ferenczi that explores the need for flexibility and adaptability in the analyst’s method and therapeutic stance.
  • B. Kirkpatrick model of training evaluation
    The Kirkpatrick model of training evaluation is a widely used framework that assesses training effectiveness across four levels: participants’ reactions, learning, behavior change, and organizational results.
  • 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. The Theory and Practice of Group Psychotherapy
    The Theory and Practice of Group Psychotherapy is a seminal textbook that systematically outlines the principles, techniques, and clinical applications of group therapy in mental health practice.
  • E. Multidisciplinary Accident Investigation Team
    The Multidisciplinary Accident Investigation Team is a specialized California Highway Patrol unit that conducts in-depth, technical investigations of major traffic collisions to determine causes and improve roadway safety.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: “The Critical Incident Technique”
Triple: [John C. Flanagan, hasPublished, “The Critical Incident Technique”]
Generated description
“The Critical Incident Technique” is a seminal 1954 methodological paper by psychologist John C. Flanagan that introduced a systematic approach for collecting and analyzing significant human behavior incidents in applied research and organizational settings.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: “The Critical Incident Technique”
Target entity description: “The Critical Incident Technique” is a seminal 1954 methodological paper by psychologist John C. Flanagan that introduced a systematic approach for collecting and analyzing significant human behavior incidents in applied research and organizational settings.
  • A. The Elasticity of Psycho-Analytic Technique
    The Elasticity of Psycho-Analytic Technique is a seminal psychoanalytic paper by Sándor Ferenczi that explores the need for flexibility and adaptability in the analyst’s method and therapeutic stance.
  • B. Kirkpatrick model of training evaluation
    The Kirkpatrick model of training evaluation is a widely used framework that assesses training effectiveness across four levels: participants’ reactions, learning, behavior change, and organizational results.
  • 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. The Theory and Practice of Group Psychotherapy
    The Theory and Practice of Group Psychotherapy is a seminal textbook that systematically outlines the principles, techniques, and clinical applications of group therapy in mental health practice.
  • E. Multidisciplinary Accident Investigation Team
    The Multidisciplinary Accident Investigation Team is a specialized California Highway Patrol unit that conducts in-depth, technical investigations of major traffic collisions to determine causes and improve roadway safety.
  • F. None of above. chosen

Provenance (5 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_69d8b9f26f18819089c9e43250bee6ae completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e48ffe415c8190aed351c52b78a143 completed April 19, 2026, 8:19 a.m.
NED1 Entity disambiguation (via context triple) batch_6a030705a2788190813a088556548a4e completed May 12, 2026, 10:55 a.m.
NEDg Description generation batch_6a0307a17a4c81909a0b19b85a2d0adb completed May 12, 2026, 10:57 a.m.
NED2 Entity disambiguation (via description) batch_6a03080d46fc8190890000cfd0ede60e completed May 12, 2026, 10:59 a.m.
Created at: April 10, 2026, 10:16 a.m.