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Combine common axes
These books are ranked using the plot structure labels extracted for Star Wars: Obi-Wan & Anakin.
Plot structure labels used: present and flashbacks, intercut backstory, mission frame, stranded after crash, withheld explanations, open-ended ending, abrupt ending, character-driven structure
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
In near-future Netherlands, a chronically ill young woman is pulled toward radical politics as her society strains under a costly disease.
Why this is here
Plot structure labels: dual timeline · flashbacks · frame narrative · road trip frame · slow build · late twist · abrupt ending · open ending · withheld explanation · media intercutting
Semantic match: ranked by plot structure
Distance: 0.1196
An Imperial TIE fighter squadron faces wartime missions, divided loyalties, and the end of an era.
Why this is here
Plot structure labels: vignettes · flashbacks · fragmented backstory · mission episodes · short arc · cliffhanger ending · open ending · rushed ending · setup heavy · self-contained side story
Semantic match: ranked by plot structure
Distance: 0.1226
A gorgeously illustrated Frankenstein sequel follows the Creature after the novel ends as he seeks humanity and meaning.
Why this is here
Plot structure labels: direct continuation · episodic issues · flashback structure · open ending · abrupt ending · unfinished feeling · short form · slow reveal · character-driven
Semantic match: ranked by plot structure
Distance: 0.1316
A very tall 12-year-old who passes for an adult gets pulled into a fake-dad contest that leads to a rocket ride into space.
Why this is here
Plot structure labels: frame narrative · backstory-driven · dual timeline · present-day narration · flashback structure · slow build to space · late reveal · mission escalation · comic set pieces · cliffhanger momentum
Semantic match: ranked by plot structure
Distance: 0.1373
A moon-bound investigator returns brain-split and memory-shorn, while Earth’s hidden arms race grows stranger.
Why this is here
Plot structure labels: mystery plot · flashbacks · dual timeline · intercut mission and aftermath · withheld information · investigation narrative · gradual revelation
Semantic match: ranked by plot structure
Distance: 0.1378
A government-run squad of imprisoned supervillains is sent on brutal missions with bombs in their necks.
Why this is here
Plot structure labels: mission episodic · ensemble setup · torture opening · flashback heavy · cliffhanger ending · character intro arc · multiple missions · backstory reveal · repetition
Semantic match: ranked by plot structure
Distance: 0.1388
A suicidal musician is transformed by an alien encounter and pulled into a hidden global struggle over strange powers.
Why this is here
Plot structure labels: nonlinear · flashbacks · backstory intercut · multiple POV shifts · jumping around in time · series opener · standalone ending · open ending · withheld explanation
Semantic match: ranked by plot structure
Distance: 0.1397
A physics team’s time-viewing experiment on a remote island unleashes a deadly mystery years later.
Why this is here
Plot structure labels: flashback structure · dual timeline · gradual reveal · cliffhangers · twist ending · countdown · investigation after disaster · framed mystery · slow build · misdirection
Semantic match: ranked by plot structure
Distance: 0.1403
A Mars-deployed space marine survives a failed drop into an alien proxy war and uncovers a deeper mystery.
Why this is here
Plot structure labels: flashback frame · first-person recollection · dual timeline · slow reveal · mystery-driven · cliffhanger ending · open ending · series setup · partial revelation · withheld answers
Semantic match: ranked by plot structure
Distance: 0.1403
A boy and his mother cross a ruined future America with a mysterious knight, while ancient powers and undead dangers stalk the road.
Why this is here
Plot structure labels: frame narrative · retrospective narration · flashback structure · journey plot · episodic travel · slow reveal · withheld backstory · action buildup
Semantic match: ranked by plot structure
Distance: 0.1420
A zombie-apocalypse survivor is drawn into a wider, military-driven mission that expands the series beyond its journal roots.
Why this is here
Plot structure labels: multiple POV · third-person narration · journal remnants · intercut storylines · parallel missions · mission-driven · interleaved groups · fragmented structure · loose threads · rushed ending
Semantic match: ranked by plot structure
Distance: 0.1428
In a world where seeing something can drive you mad, a mother must blindfold herself and her children to survive a river escape.
Why this is here
Plot structure labels: alternating timelines · flashbacks · present-and-past interweaving · withheld explanation · open ending · journey narrative · survival gauntlet · slow reveal
Semantic match: ranked by plot structure
Distance: 0.1436
An angel warrior is reassigned from cosmic battle to secretly protect one mysterious human across history.
Why this is here
Plot structure labels: dual timeline · past and present · historical flashbacks · retold events · interwoven chapters · frame narrative · timeline jumps · cliffhanger ending · prequel-like sequel · recap of prior events · withheld answers
Semantic match: ranked by plot structure
Distance: 0.1458
A Rebel team races to steal the Death Star plans in a doomed, character-driven Star Wars mission.
Why this is here
Plot structure labels: mission narrative · ensemble POV · multiple interludes · document inserts · expanded scenes · character backstory inserts · doomed ending · linear escalation
Semantic match: ranked by plot structure
Distance: 0.1461
In a plague-ravaged world, captive hybrid children and a mercenary’s past reveal new clues to a terrifying mystery.
Why this is here
Plot structure labels: flashbacks · parallel timelines · present/backstory intercut · character backstory volume · cliffhanger ending · mystery expansion · expository volume · slow-burn reveal
Semantic match: ranked by plot structure
Distance: 0.1471
A fortified prepper in plague-ravaged Texas breaks isolation to help a desperate woman, drawing danger to his door.
Why this is here
Plot structure labels: dual timeline · flashbacks · present-day frame · backstory reveal · cliffhanger ending · open-ended installment · serial structure · action-driven
Semantic match: ranked by plot structure
Distance: 0.1473
Stranded in space with 90 minutes of air left, two lovers relive a forbidden relationship in a tightly controlled future.
Why this is here
Plot structure labels: nonlinear · flashbacks · dual timeline · alternating timelines · countdown · present and past · frame narrative · multiple endings · revealed gradually · withheld backstory
Semantic match: ranked by plot structure
Distance: 0.1474
A sidelined academy team faces desert danger, Grimm attacks, and buried trauma while protecting refugees after catastrophe.
Why this is here
Plot structure labels: alternating timelines · flashbacks · multiple POV · mission frame · past-present braid · mystery reveal · episodic chapters · climactic confrontation
Semantic match: ranked by plot structure
Distance: 0.1475
A grieving teen joins a Malaysian road trip to find her estranged sister before an unavoidable apocalypse arrives.
Why this is here
Plot structure labels: dual timeline · past and present · intercut flashbacks · road trip structure · episodic journey · open ending · ambiguous ending · slow burn · low-action · character-driven
Semantic match: ranked by plot structure
Distance: 0.1475
A science team sails into the Mariana Trench to verify mermaids, and the ocean answers with slaughter.
Why this is here
Plot structure labels: follow-up mission · flashbacks · found footage · multiple POV · slow build · suspense buildup · survival horror escalation · abrupt ending · repetitive revelations · mystery reveal
Semantic match: ranked by plot structure
Distance: 0.1485
A ghost narrator recounts how one doomed 1986 cruise helped shape humanity’s evolutionary future.
Why this is here
Plot structure labels: frame narrative · nonlinear · chronological core · time jumps · future spoilers · foreshadowed deaths · repetitive retelling · circular structure · flashbacks · episodic digressions · reveals ending early · omniscient hindsight
Semantic match: ranked by plot structure
Distance: 0.1497
A posthuman first-contact mission heads into the outer solar system to confront an alien intelligence—and rethink consciousness.
Why this is here
Plot structure labels: fragmented narrative · flashbacks · retrospective narration · nonlinear structure · withheld explanations · gradual reveal · mission framework
Semantic match: ranked by plot structure
Distance: 0.1505
A grieving young man learns the long-guarded secret behind a bizarre Buick hidden by rural state troopers.
Why this is here
Plot structure labels: frame narrative · story within story · nested recollections · flashback structure · then and now · episodic reveal · slow burn · open ending · unsolved mystery · gradual escalation
Semantic match: ranked by plot structure
Distance: 0.1512
A father and his special daughter flee a plague-ravaged America while authorities hunt her as the possible cure.
Why this is here
Plot structure labels: dual timeline · flashbacks · present-past alternation · slow reveal · slow burn · open-ended ending · ambiguous ending · climactic ending · road trip structure
Semantic match: ranked by plot structure
Distance: 0.1513
