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Combine common axes
These books are ranked using the plot structure labels extracted for Galaxias.
Plot structure labels used: high-concept setup, disaster aftermath, bureaucratic response, meeting-driven, expository dialogue, slow middle, time jump, multi-phase structure, hour by hour, month by month, year by year, epilogue
Focused on “idea-driven” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
Two inventors turn junk and cheap tech into a new economy, then must face the fallout when success attracts powerful enemies.
Why this is here
Plot structure labels: rise and fall · bust cycle · long arc · meandering plot · multi-part structure · epilogue · series of events · idea-driven
Semantic match: ranked by plot structure
Distance: 0.2125
A giant comet threatens Earth, and a sprawling cast struggles through warning, impact, and survival after civilization falls.
Why this is here
Plot structure labels: slow build · pre-disaster setup · multiple phases · ensemble narrative · interwoven threads · catastrophe aftermath · survival struggle · rebuilding arc
Semantic match: ranked by plot structure
Distance: 0.2029
A secret sleeper program races to save a select few from an extinction-level comet and wakes into a changed world.
Why this is here
Plot structure labels: countdown structure · two-part structure · slow build · preparation focus · late reveal · post-disaster shift · fast ending · abrupt ending
Semantic match: ranked by plot structure
Distance: 0.2064
A Vatican-backed time-travel mission to ancient Rome fractures into power struggles, ideology, and an altered history.
Why this is here
Plot structure labels: high-concept setup · escalating plan · conflict fracture · abrupt ending · compressed timeline · framing timeline · text-heavy exposition · nonlinear summary ending
Semantic match: ranked by plot structure
Distance: 0.2080
A scientist is pulled into a global kaiju apocalypse that wipes out civilization and forces a fight for survival and family.
Why this is here
Plot structure labels: two-part structure · time jump · interlude chapters · multi-character vignettes · global perspective shifts · post-collapse survival · escalating disasters · biblical parallel structure · early catastrophe · late-stage aftermath
Semantic match: ranked by plot structure
Distance: 0.2215
After a meteor strike makes Earth uninhabitable, a brilliant 1950s pilot fights sexism to join the space race.
Why this is here
Plot structure labels: disaster opening · post-disaster aftermath · time skip · character-driven · low external action · slice of life · political backdrop · slow burn · episodic progression
Semantic match: ranked by plot structure
Distance: 0.2247
A black hole passing through the solar system destabilizes Earth’s climate, forcing a small crew to survive at sea.
Why this is here
Plot structure labels: three-part structure · episodic progression · time skips · consequences-focused · before-and-after structure · slow reveal · abrupt ending · open ending · disaster setup then aftermath · series of challenges
Semantic match: ranked by plot structure
Distance: 0.2255
A secret military experiment unleashes viral monsters, forcing scattered survivors into a long fight for humanity’s future.
Why this is here
Plot structure labels: slow burn · multi-part structure · large time jump · dual-era narrative · pre-disaster setup · aftermath narrative · ensemble shift · interconnected timelines · epistolary inserts · journal entries · cliffhanger · setup for sequel · series arc
Semantic match: ranked by plot structure
Distance: 0.2264
A 14-year-old girl fights to survive after a nuclear reactor disaster turns her country into a panic-stricken ruin.
Why this is here
Plot structure labels: disaster onset · survival journey · aftermath focus · high-intensity opening · slower second half · episodic hardship · downbeat conclusion
Semantic match: ranked by plot structure
Distance: 0.2271
A British occult agent is promoted into management and sent to shadow deniable operatives probing an American cult with apocalyptic aims.
Why this is here
Plot structure labels: mission escalation · investigation to crisis · pastiche structure · multiple viewpoints · framed report · slow buildup · action burst · series continuity · repeated setup
Semantic match: ranked by plot structure
Distance: 0.2277
A lonely bar owner turns a closet wormhole into a concert-time travel business, then must fix a disastrous timeline mistake.
Why this is here
Plot structure labels: high-concept setup · accidental displacement · business becomes crisis · romance subplot · timeline meddling · escalating consequences · cause and effect · multiple time jumps · rule-breaking · revelation-driven
Semantic match: ranked by plot structure
Distance: 0.2306
A prepared former Marine tries to protect his family as a lethal flu pandemic triggers neighborhood breakdown.
Why this is here
Plot structure labels: slow build · linear structure · forward-moving · day-to-day survival · escalation arc · tension-driven · multiple crises · cliffhangerless chapters · abrupt ending · open ending · time skips · news-report interludes · expository setup · small-scale focus · withheld aftermath
Semantic match: ranked by plot structure
Distance: 0.2316
