Triple

T7536367
Position Surface form Disambiguated ID Type / Status
Subject David Pogue E178160 entity
Predicate hasWritten P2831 FINISHED
Object How to Prepare for Climate Change
"How to Prepare for Climate Change" is a practical, accessible guidebook that helps individuals and families anticipate, adapt to, and build resilience against the wide-ranging impacts of a warming planet.
E671037 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: How to Prepare for Climate Change | Statement: [David Pogue, hasWritten, How to Prepare for Climate Change]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: How to Prepare for Climate Change
Context triple: [David Pogue, hasWritten, How to Prepare for Climate Change]
  • A. How to Avoid a Climate Disaster
    "How to Avoid a Climate Disaster" is a nonfiction book outlining a practical roadmap for achieving net-zero greenhouse gas emissions and mitigating global warming through technology, policy, and innovation.
  • B. Science for a changing world
    "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • C. Centre for Collaboration with Climate Preparedness Networks
    The Centre for Collaboration with Climate Preparedness Networks is a unit within the Norwegian Institute of Public Health that coordinates and strengthens partnerships to improve societal readiness and response to climate-related health risks.
  • D. “What We Know About Climate Change”
    “What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
  • E. Facing Gaia: Eight Lectures on the New Climatic Regime
    "Facing Gaia: Eight Lectures on the New Climatic Regime" is a philosophical work by Bruno Latour that rethinks humanity’s relationship with the Earth in the context of climate change and the Anthropocene.
  • 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: How to Prepare for Climate Change
Triple: [David Pogue, hasWritten, How to Prepare for Climate Change]
Generated description
"How to Prepare for Climate Change" is a practical, accessible guidebook that helps individuals and families anticipate, adapt to, and build resilience against the wide-ranging impacts of a warming planet.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: How to Prepare for Climate Change
Target entity description: "How to Prepare for Climate Change" is a practical, accessible guidebook that helps individuals and families anticipate, adapt to, and build resilience against the wide-ranging impacts of a warming planet.
  • A. How to Avoid a Climate Disaster
    "How to Avoid a Climate Disaster" is a nonfiction book outlining a practical roadmap for achieving net-zero greenhouse gas emissions and mitigating global warming through technology, policy, and innovation.
  • B. Science for a changing world
    "Science for a changing world" is the official motto of the United States Geological Survey, reflecting its mission to provide scientific information about Earth’s natural resources, hazards, and environment in a rapidly evolving world.
  • C. Centre for Collaboration with Climate Preparedness Networks
    The Centre for Collaboration with Climate Preparedness Networks is a unit within the Norwegian Institute of Public Health that coordinates and strengthens partnerships to improve societal readiness and response to climate-related health risks.
  • D. “What We Know About Climate Change”
    “What We Know About Climate Change” is a concise, accessible book that explains the science, impacts, and policy implications of global climate change for a general audience.
  • E. Facing Gaia: Eight Lectures on the New Climatic Regime
    "Facing Gaia: Eight Lectures on the New Climatic Regime" is a philosophical work by Bruno Latour that rethinks humanity’s relationship with the Earth in the context of climate change and the Anthropocene.
  • 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_69c69f2acdbc8190b5a8320168c1d0ba completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f84db0c48190b2b3d8c5f802f713 completed March 27, 2026, 9:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69c84f0c02148190bb5f63cf9891ec0c completed March 28, 2026, 9:58 p.m.
NEDg Description generation batch_69c84f9ce82081908813a1185b9b3570 completed March 28, 2026, 10:01 p.m.
NED2 Entity disambiguation (via description) batch_69c8500e64788190b196988290aea7d7 completed March 28, 2026, 10:02 p.m.
Created at: March 27, 2026, 3:48 p.m.