Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care
E1013785
"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.
All labels observed (2)
How this entity was disambiguated
This entity first appeared as the object of triple T12958746 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
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]
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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.
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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.
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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.
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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.
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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.
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
Statements (42)
| Predicate | Object |
|---|---|
| instanceOf |
book about health care
ⓘ
nonfiction book ⓘ |
| addresses |
conflicts of interest in medicine
ⓘ
overuse and misuse of medical procedures ⓘ role of hospital leadership in safety culture ⓘ |
| advocatesFor |
greater transparency in health care
ⓘ
patient access to performance data ⓘ public reporting of hospital outcomes ⓘ |
| aimsTo |
empower patients to make informed choices
ⓘ
encourage reform of hospital practices ⓘ |
| author | Marty Makary ⓘ |
| countryOfOrigin |
United States
ⓘ
linked to:
United States of America
|
| critiques |
culture of secrecy in hospitals
ⓘ
lack of meaningful quality metrics for patients ⓘ perverse incentives in health care payment ⓘ |
| emphasizes |
importance of measuring outcomes
ⓘ
role of frontline clinicians in quality improvement ⓘ |
| focusesOn |
lack of accountability in health care
ⓘ
systemic problems in U.S. hospitals ⓘ |
| genre |
health policy
ⓘ
medical nonfiction ⓘ |
| highlights |
hidden complications and mistakes
ⓘ
need for honest communication with patients ⓘ variation in quality between hospitals ⓘ |
| intendedAudience |
health care professionals
ⓘ
patients ⓘ policy makers ⓘ |
| language | English ⓘ |
| mainSubject |
U.S. healthcare system
ⓘ
health care reform ⓘ health care transparency ⓘ hospital quality ⓘ medical errors ⓘ patient safety ⓘ |
| perspectiveOf | a practicing surgeon ⓘ |
| proposesSolution |
transparency to improve patient safety
ⓘ
transparency to improve quality of care ⓘ |
| relatedTo |
health care quality improvement movement
ⓘ
medical ethics ⓘ patient-centered care ⓘ |
| uses |
case studies of medical errors
ⓘ
personal experiences of the author as a surgeon ⓘ |
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care Description of subject: "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.
Referenced by (3)
Full triples — surface form annotated when it differs from this entity's canonical label.
The Resident
→
basedOn
→
Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care
ⓘ
subject linked to:
The Resident (TV series)
Marty Makary
→
notableWork
→
Unaccountable: What Hospitals Won’t Tell You and How Transparency Can Revolutionize Health Care
ⓘ
linked to: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care
Marty Makary
→
hasWritten
→
Unaccountable: What Hospitals Won’t Tell You and How Transparency Can Revolutionize Health Care
ⓘ
linked to: Unaccountable: What Hospitals Won't Tell You and How Transparency Can Revolutionize Health Care