Triple

T8546995
Position Surface form Disambiguated ID Type / Status
Subject Amy Finkelstein E202352 entity
Predicate notableWork P4 FINISHED
Object Randomized evaluations of health insurance expansions
"Randomized evaluations of health insurance expansions" is a research work that uses randomized experimental methods to measure how gaining health insurance affects individuals’ health, financial outcomes, and use of medical care.
E742206 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: Randomized evaluations of health insurance expansions | Statement: [Amy Finkelstein, notableWork, Randomized evaluations of health insurance expansions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Randomized evaluations of health insurance expansions
Context triple: [Amy Finkelstein, notableWork, Randomized evaluations of health insurance expansions]
  • A. New York State Medicaid managed care organizations
    New York State Medicaid managed care organizations are health plans that contract with the state to provide coordinated, comprehensive medical services to Medicaid enrollees under a managed care model.
  • B. Reinventing American Health Care
    Reinventing American Health Care is a book by bioethicist and health policy expert Ezekiel Emanuel that analyzes the U.S. health care system and the impact of the Affordable Care Act while proposing reforms to improve cost, access, and quality.
  • C. Medical Expenditure Panel Survey
    The Medical Expenditure Panel Survey is a large-scale, nationally representative U.S. survey that collects detailed data on healthcare use, costs, insurance coverage, and access to care for individuals and families.
  • D. Medicare Rural Hospital Flexibility Program
    The Medicare Rural Hospital Flexibility Program is a U.S. federal initiative that supports rural hospitals—particularly Critical Access Hospitals—in improving financial stability, quality of care, and access to essential health services in underserved communities.
  • E. National Medical Expenditure Survey
    The National Medical Expenditure Survey was a large-scale U.S. government survey that collected detailed data on Americans’ health care use, costs, and insurance coverage, serving as a foundational source for health policy 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: Randomized evaluations of health insurance expansions
Triple: [Amy Finkelstein, notableWork, Randomized evaluations of health insurance expansions]
Generated description
"Randomized evaluations of health insurance expansions" is a research work that uses randomized experimental methods to measure how gaining health insurance affects individuals’ health, financial outcomes, and use of medical care.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Randomized evaluations of health insurance expansions
Target entity description: "Randomized evaluations of health insurance expansions" is a research work that uses randomized experimental methods to measure how gaining health insurance affects individuals’ health, financial outcomes, and use of medical care.
  • A. New York State Medicaid managed care organizations
    New York State Medicaid managed care organizations are health plans that contract with the state to provide coordinated, comprehensive medical services to Medicaid enrollees under a managed care model.
  • B. Reinventing American Health Care
    Reinventing American Health Care is a book by bioethicist and health policy expert Ezekiel Emanuel that analyzes the U.S. health care system and the impact of the Affordable Care Act while proposing reforms to improve cost, access, and quality.
  • C. Medical Expenditure Panel Survey
    The Medical Expenditure Panel Survey is a large-scale, nationally representative U.S. survey that collects detailed data on healthcare use, costs, insurance coverage, and access to care for individuals and families.
  • D. Medicare Rural Hospital Flexibility Program
    The Medicare Rural Hospital Flexibility Program is a U.S. federal initiative that supports rural hospitals—particularly Critical Access Hospitals—in improving financial stability, quality of care, and access to essential health services in underserved communities.
  • E. National Medical Expenditure Survey
    The National Medical Expenditure Survey was a large-scale U.S. government survey that collected detailed data on Americans’ health care use, costs, and insurance coverage, serving as a foundational source for health policy 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_69ca832461e88190a654c5e44e233aa8 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe7511f8c819083d69fb6a0b55801 completed March 31, 2026, 3:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce6dbbb12c819085d1abe289fd1f22 completed April 2, 2026, 1:23 p.m.
NEDg Description generation batch_69ce71d9eac481908610589efa9f9ddd completed April 2, 2026, 1:40 p.m.
NED2 Entity disambiguation (via description) batch_69ce75b832248190b7273605cf5ff67a completed April 2, 2026, 1:57 p.m.
Created at: March 30, 2026, 6:19 p.m.