Triple

T5346460
Position Surface form Disambiguated ID Type / Status
Subject Signature Healthcare Brockton Hospital E124067 entity
Predicate affiliation P10 FINISHED
Object Signature Healthcare
Signature Healthcare is a community-based healthcare system that operates hospitals, medical centers, and affiliated practices, primarily serving patients in the Brockton, Massachusetts region.
 E513174 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: Signature Healthcare | Statement: [Signature Healthcare Brockton Hospital, affiliation, Signature Healthcare]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Signature Healthcare
Context triple: [Signature Healthcare Brockton Hospital, affiliation, Signature Healthcare]
  • A. Alliance Healthcare
    Alliance Healthcare is a major pharmaceutical wholesaler and healthcare services provider operating across multiple European and international markets.
  • B. NextGen Healthcare
    NextGen Healthcare is a U.S.-based health IT company that provides electronic health record, practice management, and related software solutions for medical practices and healthcare organizations.
  • C. Athenahealth
    Athenahealth is a U.S.-based healthcare technology company that provides cloud-based electronic health record, practice management, and revenue cycle management solutions for medical practices and health systems.
  • D. Dignity Health
    Dignity Health is a large not-for-profit healthcare system in the United States that operates hospitals and other medical facilities, primarily in the western states.
  • E. Flatiron Health
    Flatiron Health is a healthcare technology company that specializes in using real-world oncology data and software to improve cancer care and research.
  • 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: Signature Healthcare
Triple: [Signature Healthcare Brockton Hospital, affiliation, Signature Healthcare]
Generated description
Signature Healthcare is a community-based healthcare system that operates hospitals, medical centers, and affiliated practices, primarily serving patients in the Brockton, Massachusetts region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Signature Healthcare
Target entity description: Signature Healthcare is a community-based healthcare system that operates hospitals, medical centers, and affiliated practices, primarily serving patients in the Brockton, Massachusetts region.
  • A. Alliance Healthcare
    Alliance Healthcare is a major pharmaceutical wholesaler and healthcare services provider operating across multiple European and international markets.
  • B. NextGen Healthcare
    NextGen Healthcare is a U.S.-based health IT company that provides electronic health record, practice management, and related software solutions for medical practices and healthcare organizations.
  • C. Athenahealth
    Athenahealth is a U.S.-based healthcare technology company that provides cloud-based electronic health record, practice management, and revenue cycle management solutions for medical practices and health systems.
  • D. Dignity Health
    Dignity Health is a large not-for-profit healthcare system in the United States that operates hospitals and other medical facilities, primarily in the western states.
  • E. Flatiron Health
    Flatiron Health is a healthcare technology company that specializes in using real-world oncology data and software to improve cancer care and research.
  • 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_69bd464be27081908807b40b75c1bbae completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd85ede7c481908347d557aa4d19ad completed March 20, 2026, 5:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf21c95ed0819084a9cdcaf5148988 completed March 21, 2026, 10:55 p.m.
NEDg Description generation batch_69bf2236219c8190bd5c439ea13ea83a completed March 21, 2026, 10:56 p.m.
NED2 Entity disambiguation (via description) batch_69bf229a0ad88190b7edc02a98f5fe31 completed March 21, 2026, 10:58 p.m.
Created at: March 20, 2026, 2:01 p.m.