Triple
T22987993
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | HMO |
E571965
|
entity |
| Predicate | isOfferedUnder |
P98174
|
FINISHED |
| Object | Medicare Advantage in the United States |
—
|
NE NERFINISHED |
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: Medicare Advantage in the United States | Statement: [HMO, isOfferedUnder, Medicare Advantage in the United States]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Medicare Advantage in the United States Context triple: [HMO, isOfferedUnder, Medicare Advantage in the United States]
-
A.
Medicare Shared Savings Program
The Medicare Shared Savings Program is a federal initiative that encourages accountable care organizations to improve quality and reduce costs for Medicare beneficiaries by allowing them to share in the savings they generate for the Medicare program.
-
B.
Medicare
Medicare is a U.S. federal health insurance program primarily serving people aged 65 and older, as well as certain younger individuals with disabilities or specific medical conditions.
-
C.
Center for Medicare and Medicaid Innovation
The Center for Medicare and Medicaid Innovation is a federal agency within CMS that tests and implements new payment and service delivery models to improve quality and reduce costs in Medicare, Medicaid, and CHIP.
-
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.
Medicare secondary payer rules
Medicare secondary payer rules are federal regulations that determine when Medicare pays after another insurer (like employer group health plans, liability, no-fault, or workers’ compensation insurance) has primary responsibility for a beneficiary’s medical costs.
- 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: Medicare Advantage in the United States Target entity description: Medicare Advantage in the United States is a program of privately administered health plans that provide Medicare beneficiaries with an alternative to traditional Medicare, often bundling medical, hospital, and prescription drug coverage with additional benefits.
-
A.
Medicare Shared Savings Program
The Medicare Shared Savings Program is a federal initiative that encourages accountable care organizations to improve quality and reduce costs for Medicare beneficiaries by allowing them to share in the savings they generate for the Medicare program.
-
B.
Medicare
Medicare is a U.S. federal health insurance program primarily serving people aged 65 and older, as well as certain younger individuals with disabilities or specific medical conditions.
-
C.
Center for Medicare and Medicaid Innovation
The Center for Medicare and Medicaid Innovation is a federal agency within CMS that tests and implements new payment and service delivery models to improve quality and reduce costs in Medicare, Medicaid, and CHIP.
-
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.
Medicare secondary payer rules
Medicare secondary payer rules are federal regulations that determine when Medicare pays after another insurer (like employer group health plans, liability, no-fault, or workers’ compensation insurance) has primary responsibility for a beneficiary’s medical costs.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: isOfferedUnder Context triple: [HMO, isOfferedUnder, Medicare Advantage in the United States]
-
A.
isOfferedThrough
chosen
Indicates that something (such as a service, course, or product) is made available or provided via a particular channel, platform, or intermediary.
-
B.
mayBeOfferedFor
Indicates that one entity can potentially be provided or made available as an option to another entity.
-
C.
offeredIn
Indicates that something is made available or provided within a particular context, setting, or medium.
-
D.
programOffered
Indicates that a particular program is made available or provided by a given entity (such as an institution, organization, or provider).
-
E.
offeredClass
Indicates that a particular class or course is being made available or provided, typically by an institution or organization.
- F. None of above.
Provenance (3 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_69e245b535808190adef8a9df3c584db |
completed | April 17, 2026, 2:37 p.m. |
| NER | Named-entity recognition | batch_69f1829b4ea88190bc1a01183df7a1bb |
completed | April 29, 2026, 4:01 a.m. |
| PD | Predicate disambiguation | batch_69ef3b974e7c8190b8be11dbb4518693 |
completed | April 27, 2026, 10:33 a.m. |
Created at: April 17, 2026, 3:49 p.m.