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These books are ranked using the characterization labels extracted for To Hold Up the Sky.
Characterization labels used: teachers, engineers, scientists, ambassador, miners, artists, philosophers
Focused on “psychologist” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
On a multi-sun world that has never known night, an approaching eclipse exposes fear, faith, and fragility.
Why this is here
Characterization labels: scientists · astronomer · psychologist · archaeologist · journalist · religious fanatics · cultists · intellectuals · civilized society · one-dimensional characters (mixed)
Semantic match: ranked by characterization
Distance: 0.1718
A monastery uses a computer to finish an ancient sacred task, and the result changes how the sky is seen.
Why this is here
Characterization labels: monks · scientists · engineers · technician · lama · astronauts · aliens · priest
Semantic match: ranked by characterization
Distance: 0.1866
A chronological anthology of 20th-century time-travel stories, mixing classic, odd, and uneven takes on the idea.
Why this is here
Characterization labels: historians · scientists · physicists · astronauts · inventors · grandfather · graduate student · travelers · humanoids · soldier
Semantic match: ranked by characterization
Distance: 0.1870
When Earth faces mysterious alien omens and contradictory visitors, scientists and leaders race toward an apparently unavoidable apocalypse.
Why this is here
Characterization labels: scientists · geologists · political leaders · president · family focus · ordinary people · competent adults
Semantic match: ranked by characterization
Distance: 0.2204
A varied collection of short speculative stories, from satirical thought experiments to dark, moving tales of power, language, and perspective.
Why this is here
Characterization labels: psychologist · ethnographer · anthropologist · scientist · explorer · women protagonists · older women · political prisoner · colonists · artists · academy researchers · ordinary people · nonhuman narrators
Semantic match: ranked by characterization
Distance: 0.2523
A vintage Clarke collection of 11 idea-driven SF stories about space, alien contact, survival, and humanity's future.
Why this is here
Characterization labels: astronauts · spacemen · scientists · explorers · aliens · military personnel · visionary thinkers · dedicated professionals
Semantic match: ranked by characterization
Distance: 0.2239
A landmark anthology of 26 pre-1965 science fiction classics selected by SFWA voters as the era’s best.
Why this is here
Characterization labels: scientists · astronauts · explorers · time travelers · robots · aliens · stowaways · parents · monks · working-class characters
Semantic match: ranked by characterization
Distance: 0.2252
A newly appeared celestial body barrels through the solar system, forcing humanity to confront planetary-scale disaster.
Why this is here
Characterization labels: scientists · astronomers · mathematician · ordinary people · crowd behavior · human insignificance · helplessness · rational observer
Semantic match: ranked by characterization
Distance: 0.2276
A history professor turned enigmalogist joins a secret dig for an ancient pharaoh’s tomb where curse-like events mount.
Why this is here
Characterization labels: enigmalogist · history professor · archaeologist · treasure hunter · scientist · doctor · psychic · empath · reclusive millionaire · specialist
Semantic match: ranked by characterization
Distance: 0.2337
A themed SF anthology of short stories about humanity’s next steps into the solar system.
Why this is here
Characterization labels: engineer · inventor · pilot · tester · farmer · artist · scientist · colonist · frontierswoman · transhuman · AI · alien narrator · robot · therapist · bureaucrat
Semantic match: ranked by characterization
Distance: 0.2338
A college physics team opens a portal to an untouched Earth just before Yellowstone erupts, forcing a desperate mass escape.
Why this is here
Characterization labels: college students · physics student · geologist · engineer · IT student · young adults · geeks · resourceful · pragmatic · morally grounded
Semantic match: ranked by characterization
Distance: 0.2353
An original anthology of 18 new-space-opera SF tales, ranging from hard-SF ideas to epic interstellar adventure.
Why this is here
Characterization labels: post-human · immortal characters · aliens · human researchers · diplomats · artists · actors · miners · adventurers · resisters · super-science protagonists · large-scale agents
Semantic match: ranked by characterization
Distance: 0.2391
