Triple

T394214
Position Surface form Disambiguated ID Type / Status
Subject 99th United States Congress E8944 entity
Predicate enacted P6890 FINISHED
Object Emergency Medical Treatment and Active Labor Act
The Emergency Medical Treatment and Active Labor Act is a U.S. federal law that requires hospitals to provide emergency medical screening and stabilizing treatment to anyone seeking care, regardless of their ability to pay or insurance status.
E50004 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: Emergency Medical Treatment and Active Labor Act | Statement: [99th United States Congress, enacted, Emergency Medical Treatment and Active Labor Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Emergency Medical Treatment and Active Labor Act
Context triple: [99th United States Congress, enacted, Emergency Medical Treatment and Active Labor Act]
  • A. Freedom of Access to Clinic Entrances Act
    The Freedom of Access to Clinic Entrances Act is a U.S. federal law that protects access to reproductive health services by prohibiting the use or threat of force, obstruction, or property damage against clinics, providers, and patients.
  • B. Mississippi Gestational Age Act
    The Mississippi Gestational Age Act is a 2018 Mississippi law that bans most abortions after 15 weeks of pregnancy and served as the central statute in the U.S. Supreme Court case that overturned Roe v. Wade.
  • C. Medical Act 1983
    The Medical Act 1983 is a key piece of UK legislation that regulates the medical profession, including the registration and oversight of doctors, primarily through the powers it grants to the General Medical Council.
  • D. Pregnancy Discrimination Act of 1978
    The Pregnancy Discrimination Act of 1978 is a U.S. federal law that prohibits employment discrimination on the basis of pregnancy, childbirth, or related medical conditions, requiring pregnant workers to be treated the same as others similar in ability or inability to work.
  • E. Religious Land Use and Institutionalized Persons Act
    The Religious Land Use and Institutionalized Persons Act is a U.S. federal law that protects individuals, religious institutions, and prisoners from government actions that substantially burden their religious exercise, particularly in land use and institutional settings.
  • 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: Emergency Medical Treatment and Active Labor Act
Triple: [99th United States Congress, enacted, Emergency Medical Treatment and Active Labor Act]
Generated description
The Emergency Medical Treatment and Active Labor Act is a U.S. federal law that requires hospitals to provide emergency medical screening and stabilizing treatment to anyone seeking care, regardless of their ability to pay or insurance status.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Emergency Medical Treatment and Active Labor Act
Target entity description: The Emergency Medical Treatment and Active Labor Act is a U.S. federal law that requires hospitals to provide emergency medical screening and stabilizing treatment to anyone seeking care, regardless of their ability to pay or insurance status.
  • A. Freedom of Access to Clinic Entrances Act
    The Freedom of Access to Clinic Entrances Act is a U.S. federal law that protects access to reproductive health services by prohibiting the use or threat of force, obstruction, or property damage against clinics, providers, and patients.
  • B. Mississippi Gestational Age Act
    The Mississippi Gestational Age Act is a 2018 Mississippi law that bans most abortions after 15 weeks of pregnancy and served as the central statute in the U.S. Supreme Court case that overturned Roe v. Wade.
  • C. Medical Act 1983
    The Medical Act 1983 is a key piece of UK legislation that regulates the medical profession, including the registration and oversight of doctors, primarily through the powers it grants to the General Medical Council.
  • D. Pregnancy Discrimination Act of 1978
    The Pregnancy Discrimination Act of 1978 is a U.S. federal law that prohibits employment discrimination on the basis of pregnancy, childbirth, or related medical conditions, requiring pregnant workers to be treated the same as others similar in ability or inability to work.
  • E. Religious Land Use and Institutionalized Persons Act
    The Religious Land Use and Institutionalized Persons Act is a U.S. federal law that protects individuals, religious institutions, and prisoners from government actions that substantially burden their religious exercise, particularly in land use and institutional settings.
  • 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_69a2e7f55c60819097aff65ea2ca2832 completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ec77a8a08190b6f96373aa8c1346 completed Feb. 28, 2026, 1:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69a405f93f448190aa20c8a356a24b89 completed March 1, 2026, 9:25 a.m.
NEDg Description generation batch_69a406b81e708190b7561fda29cf4b79 completed March 1, 2026, 9:28 a.m.
NED2 Entity disambiguation (via description) batch_69a4081238e881908f0c79ab2d7d774e completed March 1, 2026, 9:34 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.