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Combine common axes
These books are ranked using the plot structure labels extracted for Contagion.
Plot structure labels used: escape and trek, road trip feel, present-tense adventure, mostly linear, quick-paced, lightly plotted, happy ending, standalone sequel
Focused on “open ending” 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.
After Earth is ruined by alien war, a survivor joins an alien defector and a fierce raider to escape the dying planet.
Why this is here
Plot structure labels: cross-country trek · team-up plot · road-trip structure · quest narrative · survival escalation · action-driven · twist reveal · end-of-book setup · sequel hook · almost cliffhanger · open ending · fast paced · journey narrative
Semantic match: ranked by plot structure
Distance: 0.2152
A fierce teen in a quarantined, blood-typed Orleans fights to save a newborn while an outsider scientist seeks a cure.
Why this is here
Plot structure labels: dual POV · alternating viewpoints · first person / third person split · quest narrative · road story · survival journey · slow reveal · flashbacks · episodic feel · open ending · ambiguous ending · abrupt ending · meandering plot · fast-paced action
Semantic match: ranked by plot structure
Distance: 0.2193
A kidnapped Cambridge philologist is taken to Mars, where alien cultures and cosmic truths upend his view of Earth.
Why this is here
Plot structure labels: escape and explore · gradual revelation · travel narrative · philosophical dialogue · postscript ending · satisfactory stand-alone ending · setup for sequel
Semantic match: ranked by plot structure
Distance: 0.1901
In a domed future city, a monster-hunting gig worker gets pulled into an app-powered side hustle that upends her life.
Why this is here
Plot structure labels: fast-paced · quest-like · action-driven · cliffhanger ending · open ending · satisfying closure · underlying mystery · mixed episodic plot · repetitive jokes · second installment setup
Semantic match: ranked by plot structure
Distance: 0.2267
After crash-landing on an Imperial-occupied planet, Chewbacca teams with a feisty girl to free slaves and get back on mission.
Why this is here
Plot structure labels: side quest · simple quest · linear adventure · action-driven · episodic feel · predictable · self-contained · fast-paced · brief flashbacks · reveal ending
Semantic match: ranked by plot structure
Distance: 0.2009
A shadow-powered thief in a split world seeks revenge, only to set in motion a larger struggle over balance and power.
Why this is here
Plot structure labels: fast-paced · short length · quest narrative · revenge arc · time jumps · episodic travel · withheld explanations · ambiguous ending · open ending · shifts from action to philosophy
Semantic match: ranked by plot structure
Distance: 0.2331
Teenagers rule a ruined New York after a deadly sickness, and a cure-finding road trip turns into a brutal survival quest.
Why this is here
Plot structure labels: alternating POV · quest narrative · road trip structure · fast-paced opening · episodic travel · rushed ending · multiple reveals · journey through hostile territories
Semantic match: ranked by plot structure
Distance: 0.2048
An amnesiac teen awakens in a bee-blighted dystopia, marked as dangerous and hunted on all sides.
Why this is here
Plot structure labels: fast-paced · action-driven · mystery reveal · flashbacks · withheld backstory · journey narrative · open ending · sequel setup · tension buildup
Semantic match: ranked by plot structure
Distance: 0.2360
A nonbinary costumer in an out-of-time town teams with a time-savvy stranger to stop a force erasing travelers and Pocket.
Why this is here
Plot structure labels: nonlinear travel · branching timelines · fast-paced · rushed ending · quest structure · chase narrative · episodic jumps · short novel
Semantic match: ranked by plot structure
Distance: 0.2075
Four gifted children follow a trail of clues across the world after a planned game turns into a rescue mission.
Why this is here
Plot structure labels: sequel · mission-driven · clue trail · around-the-world journey · episodic travel · slow start · abrupt ending
Semantic match: ranked by plot structure
Distance: 0.2088
A reporter and her dog trek through a collapsing alien-torn North America toward a rumored refuge in Alaska.
Why this is here
Plot structure labels: road trip · journey narrative · quest narrative · survival chase · serialized continuation · cliffhanger ending · linear progression · episodic encounters
Semantic match: ranked by plot structure
Distance: 0.2113
A Jewish shapeshifter in an alternate 1950s Third Reich races to finish a resistance mission after a failed assassination.
Why this is here
Plot structure labels: continuation sequel · immediate pickup · journey narrative · road trip · multiple POVs · flashbacks · interludes · slow build · twist ending · nonlinear structure · duology conclusion
Semantic match: ranked by plot structure
Distance: 0.2123
