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Combine common axes
These books are ranked using the plot structure labels extracted for Asfixia.
Plot structure labels used: in medias res, mystery-first, late reveals, secret-keeping, plot twists, open ending, cliffhanger, withheld information, slow build, episodic survival
Focused on “short chapters” 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 a plane crash in Alaska, a teen girl must keep her “brother” safe while mysterious men hunt them.
Why this is here
Plot structure labels: in medias res · slow reveal · withheld backstory · action-first opening · flashbacks · mystery reveal · road-trip quest · survival trek · twist reveal · episodic encounters · short chapters · nonlinear backstory
Semantic match: ranked by plot structure
Distance: 0.1136
A snarky teen is sent to wilderness boot camp, where a chicken-linked outbreak turns the campers into prey.
Why this is here
Plot structure labels: in medias res · slow build · midbook twist · late reveal · unexpected ending · flashbacks · frame-by-frame escalation · two-stage reveal · withheld explanations · multiple twists
Semantic match: ranked by plot structure
Distance: 0.0997
Ten women wake in an isolated prison camp and must survive abuse, secrecy, and one another to escape.
Why this is here
Plot structure labels: in medias res · slow burn · ambiguous ending · open ending · withheld backstory · piecemeal revelation · survival escalation · power shift
Semantic match: ranked by plot structure
Distance: 0.1109
A teen artist caught at ground zero of an alien attack must survive, adapt, and unite with other teens to fight back.
Why this is here
Plot structure labels: in medias res · slow reveal · mystery-driven · big twist · multiple reveals · ensemble progression · claustrophobic opening · epilogue
Semantic match: ranked by plot structure
Distance: 0.1134
A stranded astronaut accepts rescue from an enigmatic alien, only to find the ship and her own mind may be untrustworthy.
Why this is here
Plot structure labels: in medias res · slow reveal · twist ending · rising dread · unanswered questions · ambiguous ending · psychological descent · short-form escalation · endgame reveal · withheld backstory
Semantic match: ranked by plot structure
Distance: 0.1134
A grief-stricken teen is pulled into a secret, deadly game to fight aliens, with no training and no easy answers.
Why this is here
Plot structure labels: in medias res · mystery box · slow reveal · info-dump reveals · action-led · chapter cliffhangers · cliffhanger ending · episodic missions · dual-life structure
Semantic match: ranked by plot structure
Distance: 0.1139
A clever scavenger with secrets gets rescued into a classified salvage mission, sparking a tense space heist and flirtation.
Why this is here
Plot structure labels: in medias res · cliffhanger ending · part one · serialized novel · twist reveal · unreliable narrator · withheld information · documents and memos · multi-part ending · slow reveal
Semantic match: ranked by plot structure
Distance: 0.1151
A war-scarred teenage outcast with a monster inside her hunts the truth in a lush, matriarchal fantasy world.
Why this is here
Plot structure labels: in medias res · nonlinear backstory · fragmented reveals · info-dense · slow-burn reveal · cliffhanger
Semantic match: ranked by plot structure
Distance: 0.1177
A traumatized, unkillable relic is dragged back into a ruined world of AI gods, mechs, devotion, and dangerous secrets.
Why this is here
Plot structure labels: in medias res · slow reveal · withheld exposition · shifting POVs · multiple POVs · anonymous narrator · timeline jumps · fractured narrative · puzzle box · open-ended ending
Semantic match: ranked by plot structure
Distance: 0.1221
In a kid-run post-apocalyptic world, a gang searches for a missing member and uncovers a stranger, stranger society.
Why this is here
Plot structure labels: en media res · slow reveal · withheld backstory · cliffhanger · loose ends · episodic chapters · short chapters · chapter breaks · act structure · quest narrative · odyssey · meandering middle · mystery-driven
Semantic match: ranked by plot structure
Distance: 0.1526
A rural gamer is pulled into a cross-time mystery linking a collapsing near future to a decadent post-apocalyptic London.
Why this is here
Plot structure labels: dual timeline · alternating chapters · short chapters · slow reveal · in medias res · delayed exposition · mystery thriller · whodunit · gradual clarification · escalating danger · interwoven plotlines · reveal late
Semantic match: ranked by plot structure
Distance: 0.1550
Amnesia, missing chapters, and a race to save a friend pull three kids into a meta mystery between books and reality.
Why this is here
Plot structure labels: in medias res · nonlinear storytelling · memory wipe · flashbacks · missing chapters · redacted text · countdown suspense · chapter-by-chapter reveal · twist ending · cliffhanger · multiple reveals · layered mystery
Semantic match: ranked by plot structure
Distance: 0.1276
