Triple

T6836389
Position Surface form Disambiguated ID Type / Status
Subject Ezekiel Emanuel E157460 entity
Predicate notableWork P4 FINISHED
Object Fair Allocation of Scarce Medical Resources in the Time of Covid-19
"Fair Allocation of Scarce Medical Resources in the Time of Covid-19" is a widely cited New England Journal of Medicine article by Ezekiel Emanuel and colleagues that proposes ethical principles and practical guidelines for distributing limited medical resources during the COVID-19 pandemic.
E622194 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: Fair Allocation of Scarce Medical Resources in the Time of Covid-19 | Statement: [Ezekiel Emanuel, notableWork, Fair Allocation of Scarce Medical Resources in the Time of Covid-19]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fair Allocation of Scarce Medical Resources in the Time of Covid-19
Context triple: [Ezekiel Emanuel, notableWork, Fair Allocation of Scarce Medical Resources in the Time of Covid-19]
  • A. “An Institutional Approach to the Study of Self-Organization and Self-Governance in CPR Situations”
    “An Institutional Approach to the Study of Self-Organization and Self-Governance in CPR Situations” is a key chapter in Elinor Ostrom’s work that develops a theoretical framework for how communities design institutions to manage common-pool resources without relying solely on markets or states.
  • B. Management of the COVID-19 pandemic in Northern Ireland
    Management of the COVID-19 pandemic in Northern Ireland refers to the policies, public health measures, and governmental response implemented to control the spread and impact of COVID-19 within Northern Ireland.
  • C. AI for the Common Good
    AI for the Common Good is a research initiative at the Allen Institute for Artificial Intelligence focused on developing and applying AI technologies to address pressing social and global challenges.
  • D. Gale’s top trading cycles algorithm
    Gale’s top trading cycles algorithm is a mechanism in matching theory that produces efficient and strategy-proof allocations of indivisible goods, such as in housing markets, by iteratively forming and executing trading cycles among participants.
  • E. The Search for an AIDS Vaccine: Ethical Issues in the Development and Testing of a Preventive HIV Vaccine
    "The Search for an AIDS Vaccine: Ethical Issues in the Development and Testing of a Preventive HIV Vaccine" is a scholarly work that examines the complex moral, social, and regulatory challenges involved in researching and trialing vaccines intended to prevent HIV/AIDS.
  • 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: Fair Allocation of Scarce Medical Resources in the Time of Covid-19
Triple: [Ezekiel Emanuel, notableWork, Fair Allocation of Scarce Medical Resources in the Time of Covid-19]
Generated description
"Fair Allocation of Scarce Medical Resources in the Time of Covid-19" is a widely cited New England Journal of Medicine article by Ezekiel Emanuel and colleagues that proposes ethical principles and practical guidelines for distributing limited medical resources during the COVID-19 pandemic.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fair Allocation of Scarce Medical Resources in the Time of Covid-19
Target entity description: "Fair Allocation of Scarce Medical Resources in the Time of Covid-19" is a widely cited New England Journal of Medicine article by Ezekiel Emanuel and colleagues that proposes ethical principles and practical guidelines for distributing limited medical resources during the COVID-19 pandemic.
  • A. “An Institutional Approach to the Study of Self-Organization and Self-Governance in CPR Situations”
    “An Institutional Approach to the Study of Self-Organization and Self-Governance in CPR Situations” is a key chapter in Elinor Ostrom’s work that develops a theoretical framework for how communities design institutions to manage common-pool resources without relying solely on markets or states.
  • B. Management of the COVID-19 pandemic in Northern Ireland
    Management of the COVID-19 pandemic in Northern Ireland refers to the policies, public health measures, and governmental response implemented to control the spread and impact of COVID-19 within Northern Ireland.
  • C. AI for the Common Good
    AI for the Common Good is a research initiative at the Allen Institute for Artificial Intelligence focused on developing and applying AI technologies to address pressing social and global challenges.
  • D. Gale’s top trading cycles algorithm
    Gale’s top trading cycles algorithm is a mechanism in matching theory that produces efficient and strategy-proof allocations of indivisible goods, such as in housing markets, by iteratively forming and executing trading cycles among participants.
  • E. The Search for an AIDS Vaccine: Ethical Issues in the Development and Testing of a Preventive HIV Vaccine
    "The Search for an AIDS Vaccine: Ethical Issues in the Development and Testing of a Preventive HIV Vaccine" is a scholarly work that examines the complex moral, social, and regulatory challenges involved in researching and trialing vaccines intended to prevent HIV/AIDS.
  • 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.