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These books are ranked using the plot structure labels extracted for Confessions of a Crap Artist.
Plot structure labels used: multiple viewpoints, shifting perspective, first-person chapters, third-person chapters, linear timeline, short chapters, character-driven, slow build, sudden ending, episodic
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.
A quarantined village’s children, spared by a color-draining plague, struggle to survive, reunite, and find hope.
Why this is here
Plot structure labels: multiple POV · shifting perspectives · interlocking journeys · episodic · repetitive scenes · abrupt ending · ambiguous ending · open ending · slow build · character-driven · parallel viewpoints
Semantic match: ranked by plot structure
Distance: 0.0889
On an isolated island ruled by dogma, a group of girls begins to question the brutal rules controlling their bodies and futures.
Why this is here
Plot structure labels: rotating viewpoints · alternating chapters · slow reveal · gradual unfolding · seasonal structure · multiple protagonists · uprising arc · withheld information · open ending
Semantic match: ranked by plot structure
Distance: 0.1044
In a feudal realm of shifting seasons, rival houses battle for power while a northern threat and buried secrets rise.
Why this is here
Plot structure labels: multiple POV · chapter rotation · cliffhangers · interwoven threads · ensemble narrative · expanding scope · shifting perspectives · slow build · open ending · setup volume
Semantic match: ranked by plot structure
Distance: 0.1059
A secret mission to protect Earth’s location collides with insurgents, Spartans, and Covenant forces in deep space.
Why this is here
Plot structure labels: multiple viewpoints · shifting perspectives · episodic plot · slow burn · breakneck pace · short chapters · parallel storylines · second-half pickup · cliffhanger chapters · action-driven
Semantic match: ranked by plot structure
Distance: 0.0789
A 1970s Seattle teen plague turns sex into grotesque body horror in a haunting coming-of-age graphic novel.
Why this is here
Plot structure labels: shifted viewpoints · multiple POVs · episodic structure · fragmented chronology · nonlinear narrative · flashbacks · mosaic narrative · slow burn · no clear resolution · open ending
Semantic match: ranked by plot structure
Distance: 0.1094
After aliens force humanity to flee to Antarctica, survivors fight to build a new society and adapt fast enough to endure.
Why this is here
Plot structure labels: multi-perspective · time jumps · flashbacks · nonlinear timeline · frame-shift · open ending · sequel bait · episodic character focus · fast opening · mid-book time jump
Semantic match: ranked by plot structure
Distance: 0.1120
A climate refugee searches post-disaster Europe for her native language and forms an odd, multilingual traveling group.
Why this is here
Plot structure labels: episodic · multiple viewpoints · alternating POV · interconnected narratives · quest narrative · travel narrative · fragmented structure · open ending · slow-burn · setup for trilogy
Semantic match: ranked by plot structure
Distance: 0.1157
A cruise ship loses power and control at sea, trapping passengers in a worsening nightmare of murder, illness, and eerie unrest.
Why this is here
Plot structure labels: multiple viewpoints · alternate chapters · ensemble narrative · slow-burn escalation · claustrophobic escalation · open ending · ambiguous ending · twist ending · ending reveal · last-act format shift · interview format · foreshadowing
Semantic match: ranked by plot structure
Distance: 0.1161
A deadly flu wipes out most of America, forcing a handful of survivors toward opposing visions of the future.
Why this is here
Plot structure labels: multiple viewpoints · ensemble cast · slow build · episodic structure · parallel storylines · gradual convergence · long setup · chapter-by-chapter perspective shifts · late escalation · open-ended split
Semantic match: ranked by plot structure
Distance: 0.0880
A group of teens are jailed for crimes they may commit in the future and must guess their fate to escape.
Why this is here
Plot structure labels: multiple viewpoints · alternating narrators · short chapters · time jumps · fragmented structure · withheld ending · twist ending · rising tension · slow reveal
Semantic match: ranked by plot structure
Distance: 0.0923
A traveling, mechanically altered circus survives a war-torn world while hidden rivalries and outside powers threaten its fragile unity.
Why this is here
Plot structure labels: nonlinear · episodic · multiple narrators · short chapters · overlapping scenes · backstory fragments · mystery-driven · slow build · late plot emergence · repeated vantage points · time jumps · open-ended revelation
Semantic match: ranked by plot structure
Distance: 0.0956
In a near-future America, imprisoned people fight televised death matches for a shot at freedom.
Why this is here
Plot structure labels: multiple POVs · interwoven perspectives · alternating chapters · fragmented structure · short chapters · foreshadowing · slow build · high stakes · action scenes
Semantic match: ranked by plot structure
Distance: 0.0961
