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.