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Combine common axes
These books are ranked using the plot structure labels extracted for The Fourteenth Goldfish.
Plot structure labels used: fish replacement reveal, identity-reveal premise, body-swap adjacent, fish-out-of-water, quest structure, ethical dilemma, coming-of-age arc, quick read, abrupt ending, linear
Focused on “series setup” 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 dying, a lonely woman wakes in a war-torn parallel city where she must pose as a missing princess to survive.
Why this is here
Plot structure labels: fish-out-of-water · identity concealment · dual POV · dual narration · action-driven · mystery reveal · series setup · cliffhanger ending · complete arc with sequel hook · gradual worldbuilding
Semantic match: ranked by plot structure
Distance: 0.1409
A teen escaping a dreaded Sweet Sixteen is swept from Florence into Renaissance Italy, where art, family, and romance collide.
Why this is here
Plot structure labels: fish out of water · cliffhanger ending · series setup · lesson-based arc · character growth arc · fast pace · light episodic travel · romance subplot · open ending
Semantic match: ranked by plot structure
Distance: 0.1579
A loud gay teen is sent to 1985 and must navigate a hostile school to save a closeted classmate's life.
Why this is here
Plot structure labels: fish out of water · mission-driven · butterfly effect · alternate timeline · cause and effect · coming-of-age arc · reveal through time travel · happy ending
Semantic match: ranked by plot structure
Distance: 0.1556
A cat shapeshifter from another world lands in Regency England and pursues a stubborn heiress under a secret identity.
Why this is here
Plot structure labels: meet-cute · fish out of water · secret identity · seduction pursuit · push-pull romance · slow seduction · episodic scenes · cliffhanger ending · series setup · cross-world arrival
Semantic match: ranked by plot structure
Distance: 0.1879
A teenage outcast in a walled future village discovers secrets about old tech, power, and a deadly changed world.
Why this is here
Plot structure labels: quest · coming-of-age arc · frame narrative · retrospective narration · slow build · call to action · revelation-driven · series setup · open ending · first-half setup second-half movement
Semantic match: ranked by plot structure
Distance: 0.1896
A lonely human becomes a butler in a bizarre gargoyle household, where tarot cards and attraction upend his life.
Why this is here
Plot structure labels: slow burn · teasing romance · fish out of water · career transformation · mystery subplot · intergroup reveal · series setup · standalone with crossover
Semantic match: ranked by plot structure
Distance: 0.1911
A teen searching for a prom date is swept from a Renaissance fair into Elizabethan England and a dangerous romance.
Why this is here
Plot structure labels: fish out of water setup · multiple plot threads · plot twists · mystery-driven · quest narrative · travel between times · cliffhanger ending · open ending · unresolved questions
Semantic match: ranked by plot structure
Distance: 0.1635
A Korean American teen is sent back to 1995, where she must mend family ties and help her mom survive high school.
Why this is here
Plot structure labels: past revisit · mission-driven · fish-out-of-water · double timeline · relationship repair · reveal-driven · twist ending · parallel generational arc
Semantic match: ranked by plot structure
Distance: 0.1655
A tortured human-turned-hybrid is sent to spy on an alien world, where a forced bond reshapes his loyalties.
Why this is here
Plot structure labels: alternating POV · first-person opening · POV shift · slow reveal · bonding arc · trauma recovery arc · political intrigue · traitor reveal · adventure plot · series setup
Semantic match: ranked by plot structure
Distance: 0.1979
A kind dragon is exiled to a magic-soaked Detroit and forced to prove he's ruthless before his family destroys him.
Why this is here
Plot structure labels: ultimatum · quest narrative · mission-driven plot · buddy partnership · slow start · action pickup · series setup · mystery prologue · withheld backstory · multiple threads · coming-of-age arc · open-ended ending
Semantic match: ranked by plot structure
Distance: 0.1994
A nonverbal autistic outcast in a walled theocracy discovers the “demons” beyond the forest may be people.
Why this is here
Plot structure labels: mystery reveal · quest narrative · open ending · cliffhanger ending · multiple POV · slow build · twist reveals · series setup · intercut perspectives
Semantic match: ranked by plot structure
Distance: 0.2019
An archaeologist’s cave discovery links New Mexico to Antarctica, igniting a globe-spanning race and a nuclear crisis.
Why this is here
Plot structure labels: cliffhanger ending · series setup · quest narrative · slow build · late twist · multiple subplots · cross-cutting POV · short chapters · chapter cliffhangers · rushed ending · open ending · reveal-driven
Semantic match: ranked by plot structure
Distance: 0.2034
