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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 “action-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.
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
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 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
A Diné monster hunter chases a cult leader beyond her protected lands to rescue missing friends and confront a bigger threat.
Why this is here
Plot structure labels: sequel continuation · aftermath · quest narrative · road trip structure · fast-paced · action-driven · multiple twists · escalating danger · travel between locations · open-ended ending · setup for next book
Semantic match: ranked by plot structure
Distance: 0.2302
A teen wakes 260 years later in a new body and must escape a controlling scientist to find the friend she lost.
Why this is here
Plot structure labels: companion sequel · time jump · road trip · escape plot · manhunt · reunion narrative · dual-reality tension · action-driven · revelatory backstory
Semantic match: ranked by plot structure
Distance: 0.2303
Twin sisters survive as one person under a brutal one-child regime until their secret is exposed and they must flee.
Why this is here
Plot structure labels: alternating chapters · alternating POV · fast-paced · action-driven · road journey · on the run · escape plot · cliffhanger ending · series setup · quest narrative · manhunt
Semantic match: ranked by plot structure
Distance: 0.2329
A kidnapped human and a furred alien prisoner escape together, then must survive a hostile planet and growing attraction.
Why this is here
Plot structure labels: in medias res · escape narrative · road-trip survival · pursuit plot · dual POV · alternating POV · fast-paced · action-driven · external conflict · believable pace · abrupt ending · no cliffhanger · HEA
Semantic match: ranked by plot structure
Distance: 0.2344
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 secretive refugee must guide strangers to stop a rogue war machine before it destroys her adopted world.
Why this is here
Plot structure labels: quest narrative · road trip · slow reveal · action-driven · mission story · secret backstory reveal · ensemble travel · standalone with sequel tease
Semantic match: ranked by plot structure
Distance: 0.2368
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
