Triple

T490958
Position Surface form Disambiguated ID Type / Status
Subject Dorion Sagan E9987 entity
Predicate notableWork P4 FINISHED
Object Into the Cool: Energy Flow, Thermodynamics, and Life
"Into the Cool: Energy Flow, Thermodynamics, and Life" is a popular science book that explores how thermodynamics and energy flow shape the emergence, complexity, and evolution of life and other natural systems.
E61326 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: Into the Cool: Energy Flow, Thermodynamics, and Life | Statement: [Dorion Sagan, notableWork, Into the Cool: Energy Flow, Thermodynamics, and Life]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Into the Cool: Energy Flow, Thermodynamics, and Life
Context triple: [Dorion Sagan, notableWork, Into the Cool: Energy Flow, Thermodynamics, and Life]
  • A. The Diversity of Life
    The Diversity of Life is a landmark book by biologist Edward O. Wilson that explores the richness of Earth’s species, the processes that generate biodiversity, and the threats posed by human activity.
  • B. Microcosmos: Four Billion Years of Microbial Evolution
    Microcosmos: Four Billion Years of Microbial Evolution is a popular science book by Lynn Margulis that explores the central role of microbes in the evolution and functioning of life on Earth.
  • C. Origins of Life (book)
    "Origins of Life" is a scientific book by physicist and mathematician Freeman Dyson that explores theoretical scenarios for how life might have first emerged from nonliving matter.
  • D. Symbiosis in Cell Evolution
    Symbiosis in Cell Evolution is a landmark scientific book by Lynn Margulis that argues complex eukaryotic cells arose through symbiotic mergers of simpler organisms, helping establish the endosymbiotic theory in evolutionary biology.
  • E. Gaia hypothesis
    The Gaia hypothesis is a scientific theory proposing that Earth’s living organisms and their inorganic surroundings interact to form a self-regulating, complex system that helps maintain conditions suitable for life.
  • 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: Into the Cool: Energy Flow, Thermodynamics, and Life
Triple: [Dorion Sagan, notableWork, Into the Cool: Energy Flow, Thermodynamics, and Life]
Generated description
"Into the Cool: Energy Flow, Thermodynamics, and Life" is a popular science book that explores how thermodynamics and energy flow shape the emergence, complexity, and evolution of life and other natural systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Into the Cool: Energy Flow, Thermodynamics, and Life
Target entity description: "Into the Cool: Energy Flow, Thermodynamics, and Life" is a popular science book that explores how thermodynamics and energy flow shape the emergence, complexity, and evolution of life and other natural systems.
  • A. The Diversity of Life
    The Diversity of Life is a landmark book by biologist Edward O. Wilson that explores the richness of Earth’s species, the processes that generate biodiversity, and the threats posed by human activity.
  • B. Microcosmos: Four Billion Years of Microbial Evolution
    Microcosmos: Four Billion Years of Microbial Evolution is a popular science book by Lynn Margulis that explores the central role of microbes in the evolution and functioning of life on Earth.
  • C. Origins of Life (book)
    "Origins of Life" is a scientific book by physicist and mathematician Freeman Dyson that explores theoretical scenarios for how life might have first emerged from nonliving matter.
  • D. Symbiosis in Cell Evolution
    Symbiosis in Cell Evolution is a landmark scientific book by Lynn Margulis that argues complex eukaryotic cells arose through symbiotic mergers of simpler organisms, helping establish the endosymbiotic theory in evolutionary biology.
  • E. Gaia hypothesis
    The Gaia hypothesis is a scientific theory proposing that Earth’s living organisms and their inorganic surroundings interact to form a self-regulating, complex system that helps maintain conditions suitable for life.
  • 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_69a2e802e2908190ab17c9479e0b6412 completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2f0e22a308190b04d12974fd08a38 completed Feb. 28, 2026, 1:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4778034fc8190bedcc537fed5cef9 completed March 1, 2026, 5:29 p.m.
NEDg Description generation batch_69a4789d8f8081908ed56a780d5e62b3 completed March 1, 2026, 5:34 p.m.
NED2 Entity disambiguation (via description) batch_69a4790ff80481909596be35d493f6d1 completed March 1, 2026, 5:36 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.