Triple

T6836387

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ezekiel Emanuel	`E157460`	entity
Predicate	notableWork	`P4`	FINISHED
Object	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.	`E622192`	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: Reinventing American Health Care | Statement: [Ezekiel Emanuel, notableWork, Reinventing American Health Care]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Reinventing American Health Care
Context triple: [Ezekiel Emanuel, notableWork, Reinventing American Health Care]

A. The Nation's Health
The Nation's Health is a public health-focused newspaper and news outlet that covers health policy, research, and practice issues in the United States.
B. Green Guide for Health Care
Green Guide for Health Care is a pioneering best-practices toolkit and self-certification system that laid the groundwork for sustainable design and operations standards in healthcare facilities.
C. The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
D. U.S. Healthcare
U.S. Healthcare is the Walgreens Boots Alliance division focused on providing healthcare services, pharmacy solutions, and related clinical offerings across the United States.
E. From the Ground Up: A Journey to Reimagine the Promise of America
"From the Ground Up: A Journey to Reimagine the Promise of America" is a memoir by former Starbucks CEO Howard Schultz that blends his personal story with reflections on business, leadership, and social responsibility in the United States.
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: Reinventing American Health Care
Triple: [Ezekiel Emanuel, notableWork, Reinventing American Health Care]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Reinventing American Health Care
Target entity description: 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.

A. The Nation's Health
The Nation's Health is a public health-focused newspaper and news outlet that covers health policy, research, and practice issues in the United States.
B. Green Guide for Health Care
Green Guide for Health Care is a pioneering best-practices toolkit and self-certification system that laid the groundwork for sustainable design and operations standards in healthcare facilities.
C. The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
D. U.S. Healthcare
U.S. Healthcare is the Walgreens Boots Alliance division focused on providing healthcare services, pharmacy solutions, and related clinical offerings across the United States.
E. From the Ground Up: A Journey to Reimagine the Promise of America
"From the Ground Up: A Journey to Reimagine the Promise of America" is a memoir by former Starbucks CEO Howard Schultz that blends his personal story with reflections on business, leadership, and social responsibility in the United States.
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_69c6882c53608190b99aebef079b23bd`	completed	March 27, 2026, 1:37 p.m.
NER	Named-entity recognition	`batch_69c6d67c1c508190ab39b8aaaaacc628`	completed	March 27, 2026, 7:11 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c723ffce448190ac8edbaaa1517972`	completed	March 28, 2026, 12:42 a.m.
NEDg	Description generation	`batch_69c724b85ec48190ba52ebdcb5cd70db`	completed	March 28, 2026, 12:45 a.m.
NED2	Entity disambiguation (via description)	`batch_69c72568866c8190bf88a02e566d5c3a`	completed	March 28, 2026, 12:48 a.m.

Created at: March 27, 2026, 2:19 p.m.