Triple
T4089472
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Accountable Care Organizations |
E87668
|
entity |
| Predicate | hasProgramVariant |
P455
|
FINISHED |
| Object |
Medicaid ACOs
Medicaid ACOs are state-run accountable care models that coordinate and manage care for Medicaid beneficiaries with the goal of improving quality and reducing costs.
|
E87668
|
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: Medicaid ACOs | Statement: [Accountable Care Organizations, hasProgramVariant, Medicaid ACOs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Medicaid ACOs Context triple: [Accountable Care Organizations, hasProgramVariant, Medicaid ACOs]
-
A.
Accountable Care Organizations
Accountable Care Organizations are collaborative networks of doctors, hospitals, and other healthcare providers that jointly take responsibility for the quality and cost of care for a defined patient population.
-
B.
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.
-
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.
Affordable Care Act
The Affordable Care Act is a landmark U.S. healthcare reform law enacted in 2010 that expanded health insurance coverage, introduced consumer protections, and sought to reduce overall healthcare costs.
-
E.
Agency for Healthcare Research and Quality
The Agency for Healthcare Research and Quality is a U.S. federal agency that conducts and supports research to improve the quality, safety, efficiency, and effectiveness of healthcare for all Americans.
- 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: Medicaid ACOs Triple: [Accountable Care Organizations, hasProgramVariant, Medicaid ACOs]
Generated description
Medicaid ACOs are state-run accountable care models that coordinate and manage care for Medicaid beneficiaries with the goal of improving quality and reducing costs.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Medicaid ACOs Target entity description: Medicaid ACOs are state-run accountable care models that coordinate and manage care for Medicaid beneficiaries with the goal of improving quality and reducing costs.
-
A.
Accountable Care Organizations
chosen
Accountable Care Organizations are collaborative networks of doctors, hospitals, and other healthcare providers that jointly take responsibility for the quality and cost of care for a defined patient population.
-
B.
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.
-
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.
Affordable Care Act
The Affordable Care Act is a landmark U.S. healthcare reform law enacted in 2010 that expanded health insurance coverage, introduced consumer protections, and sought to reduce overall healthcare costs.
-
E.
Agency for Healthcare Research and Quality
The Agency for Healthcare Research and Quality is a U.S. federal agency that conducts and supports research to improve the quality, safety, efficiency, and effectiveness of healthcare for all Americans.
- F. None of above.
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_69aed94425148190be337845d56fac22 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69af019af25481909e9f1d171356f3e8 |
completed | March 9, 2026, 5:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b56b6651d48190915581eca783cf3b |
completed | March 14, 2026, 2:06 p.m. |
| NEDg | Description generation | batch_69b56c4c41c88190b00ab8fc43686afb |
completed | March 14, 2026, 2:10 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b56cc2ae948190a5e13992626dd547 |
completed | March 14, 2026, 2:12 p.m. |
Created at: March 9, 2026, 3:39 p.m.