Triple
T20287024
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Matthew Heineman |
E509908
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Escape Fire: The Fight to Rescue American Healthcare
Escape Fire: The Fight to Rescue American Healthcare is a documentary film that critically examines the U.S. healthcare system and explores innovative approaches to reforming it.
|
E1422301
|
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: Escape Fire: The Fight to Rescue American Healthcare | Statement: [Matthew Heineman, notableWork, Escape Fire: The Fight to Rescue American Healthcare]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Escape Fire: The Fight to Rescue American Healthcare Context triple: [Matthew Heineman, notableWork, Escape Fire: The Fight to Rescue American Healthcare]
-
A.
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.
-
B.
Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care
"Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care" is a nonfiction book by surgeon Marty Makary that exposes systemic problems in the U.S. healthcare system and advocates for greater transparency to improve patient safety and care quality.
-
C.
Take Control of Your Health and Escape the Sickness Industry
"Take Control of Your Health and Escape the Sickness Industry" is a health-advocacy book that encourages readers to adopt natural, preventive lifestyle practices and question conventional, profit-driven medical systems.
-
D.
The Decline of American Capitalism
The Decline of American Capitalism is a Marxist economic analysis that critiques the structural weaknesses and contradictions of U.S. capitalism in the early 20th century.
-
E.
Reviving the American Dream
"Reviving the American Dream" is a policy-focused book by economist Alice Rivlin that analyzes the U.S. economy and proposes reforms to promote equitable growth and opportunity.
- 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: Escape Fire: The Fight to Rescue American Healthcare Triple: [Matthew Heineman, notableWork, Escape Fire: The Fight to Rescue American Healthcare]
Generated description
Escape Fire: The Fight to Rescue American Healthcare is a documentary film that critically examines the U.S. healthcare system and explores innovative approaches to reforming it.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Escape Fire: The Fight to Rescue American Healthcare Target entity description: Escape Fire: The Fight to Rescue American Healthcare is a documentary film that critically examines the U.S. healthcare system and explores innovative approaches to reforming it.
-
A.
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.
-
B.
Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care
"Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care" is a nonfiction book by surgeon Marty Makary that exposes systemic problems in the U.S. healthcare system and advocates for greater transparency to improve patient safety and care quality.
-
C.
Take Control of Your Health and Escape the Sickness Industry
"Take Control of Your Health and Escape the Sickness Industry" is a health-advocacy book that encourages readers to adopt natural, preventive lifestyle practices and question conventional, profit-driven medical systems.
-
D.
The Decline of American Capitalism
The Decline of American Capitalism is a Marxist economic analysis that critiques the structural weaknesses and contradictions of U.S. capitalism in the early 20th century.
-
E.
Reviving the American Dream
"Reviving the American Dream" is a policy-focused book by economist Alice Rivlin that analyzes the U.S. economy and proposes reforms to promote equitable growth and opportunity.
- 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_69e0b4c652388190b782cad965e5a098 |
completed | April 16, 2026, 10:07 a.m. |
| NER | Named-entity recognition | batch_69e676931fe08190b278d829a745701f |
completed | April 20, 2026, 6:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a085a2bbcc8819092432b45bebafde6 |
completed | May 16, 2026, 11:51 a.m. |
| NEDg | Description generation | batch_6a085ac5b5f4819083c4d12e9cabc758 |
completed | May 16, 2026, 11:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a085bc0781c81909fc53a83291badc0 |
completed | May 16, 2026, 11:57 a.m. |
Created at: April 16, 2026, 11:07 a.m.