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.