Triple
T12958746
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Resident |
E310082
|
entity |
| Predicate | basedOn |
P98
|
FINISHED |
| Object |
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.
|
E1013785
|
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: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care | Statement: [The Resident, basedOn, Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care Context triple: [The Resident, basedOn, Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care]
-
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.
Notes on Hospitals
"Notes on Hospitals" is a pioneering 19th-century work by Florence Nightingale that analyzes hospital design and management to improve sanitation, patient outcomes, and public health.
-
C.
Anatomy of an Illness as Perceived by the Patient
Anatomy of an Illness as Perceived by the Patient is a landmark autobiographical book by Norman Cousins that explores the role of positive attitude, humor, and patient involvement in the healing process.
-
D.
In an Uncertain World: Tough Choices from Wall Street to Washington
In an Uncertain World: Tough Choices from Wall Street to Washington is a memoir and policy reflection by former U.S. Treasury Secretary and Wall Street executive Robert Rubin, examining decision-making under uncertainty in finance and government.
-
E.
The Age of Spin
The Age of Spin is a 2017 Netflix stand-up comedy special by Dave Chappelle that marked his high-profile return to long-form televised comedy.
- 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: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care Triple: [The Resident, basedOn, Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care]
Generated description
"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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care Target entity description: "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.
-
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.
Notes on Hospitals
"Notes on Hospitals" is a pioneering 19th-century work by Florence Nightingale that analyzes hospital design and management to improve sanitation, patient outcomes, and public health.
-
C.
Anatomy of an Illness as Perceived by the Patient
Anatomy of an Illness as Perceived by the Patient is a landmark autobiographical book by Norman Cousins that explores the role of positive attitude, humor, and patient involvement in the healing process.
-
D.
In an Uncertain World: Tough Choices from Wall Street to Washington
In an Uncertain World: Tough Choices from Wall Street to Washington is a memoir and policy reflection by former U.S. Treasury Secretary and Wall Street executive Robert Rubin, examining decision-making under uncertainty in finance and government.
-
E.
The Age of Spin
The Age of Spin is a 2017 Netflix stand-up comedy special by Dave Chappelle that marked his high-profile return to long-form televised comedy.
- 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_69d7bdfb57a88190836b743e2825feca |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d97e2e44908190bb8b43fc5c3b8a8a |
completed | April 10, 2026, 10:48 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6b8dddd80819094c80ef405024419 |
completed | May 3, 2026, 2:54 a.m. |
| NEDg | Description generation | batch_69f6ba0904e8819098bae29961bf0046 |
completed | May 3, 2026, 2:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6bb7a0ae08190813411fa677430aa |
completed | May 3, 2026, 3:05 a.m. |
Created at: April 9, 2026, 5:44 p.m.