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Combine common axes
These books are ranked using the characterization labels extracted for The Fourteenth Goldfish.
Characterization labels used: relatable heroine, scientist child, curmudgeonly elder, eccentric parent, theatrical parent, overbearing grandfather, quirky adult, responsible child, gifted child, mentor figure, male friend
Focused on “inventive child” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A girl and her scientist guardian cross a sun-scorched future, using monarch butterflies to seek a cure for humanity.
Why this is here
Characterization labels: young heroine · caretaker · biologist · scientist · naturalist · spunky child · brave child · resourceful child · curious child · competent woman · strong female leads · found family · guardian figure · observant child · inventive child · scientific mentor
Semantic match: ranked by characterization
Distance: 0.1599
A science-minded boy learns his family can travel through time and must race to save his missing mother.
Why this is here
Characterization labels: scientific protagonist · science nerd · relatable protagonist · loner · grieving child · loyal friend · fierce friend · distant father · mysterious grandmother · powerful antagonist · young hero
Semantic match: ranked by characterization
Distance: 0.1536
A three-book time-travel fantasy following the Murray family through cosmic quests, spiritual battles, and big ideas.
Why this is here
Characterization labels: relatable heroine · angry heroine · stubborn heroine · insecure heroine · intelligent child · precocious child · genius child · misfit girl · charming character · flawed characters · eccentric guides · brilliant parents · humanized adult
Semantic match: ranked by characterization
Distance: 0.1538
Reed Richards pursues a multiverse-sized solution, forcing the Fantastic Four to weigh genius against family.
Why this is here
Characterization labels: genius protagonist · arrogant scientist · family man · dutiful father · diplomatic mother · cocky comic relief · overpowered children · alternate selves
Semantic match: ranked by characterization
Distance: 0.1540
A science-minded girl disguises herself to enter a deadly male-only labyrinth competition to win a scholarship and save her mother.
Why this is here
Characterization labels: smart heroine · scientist heroine · feminist heroine · dyslexic protagonist · supportive father · supportive parent · strong female lead · gentle love interest · complex side characters · brave cousin · female friendship
Semantic match: ranked by characterization
Distance: 0.1554
Meg must help save her gifted, bullied brother by journeying into a strange inner world where love, naming, and evil collide.
Why this is here
Characterization labels: gifted child · bullied child · sick child · protective sibling · intuitive heroine · brilliant child · teacher figure · mentor figure · skeptical protagonist · supportive parent
Semantic match: ranked by characterization
Distance: 0.1575
Three siblings en route to a new home are diverted into a strange world where time is running out.
Why this is here
Characterization labels: single mother · worrying boy · dramatic teenager · precocious child · genius child · independent child · sympathetic sibling · quirky child
Semantic match: ranked by characterization
Distance: 0.1660
A grieving couple turns to designer-baby science to avoid another genetic tragedy, only to face terrifying consequences.
Why this is here
Characterization labels: naive parents · grieving couple · maverick scientist · scientific parent · creepy children · religious fanatic · ambitious scientist · unlikeable protagonists · cold antagonist · highly intelligent children
Semantic match: ranked by characterization
Distance: 0.1661
A lazy middle schooler accidentally eats knowledge pills and must use his new genius to save his school.
Why this is here
Characterization labels: lazy protagonist · average student · relatable kid · genius kid · best friend sidekick · smart crush · fun villain · scheming principal · quirky scientist · supportive family · responsible arc · matured protagonist
Semantic match: ranked by characterization
Distance: 0.1685
A new girl finds a mysterious bracelet that grants animal powers, drawing her into friends, secrets, and danger.
Why this is here
Characterization labels: relatable heroine · brave heroine · smart heroine · spunky heroine · new girl · supportive friends · loyal friend · bratty peer · mean girl · child protagonists · strong female characters · family-centered adults · scientist antagonists
Semantic match: ranked by characterization
Distance: 0.1690
A bored boy on a moon base investigates a suspicious death and uncovers secrets someone wants buried.
Why this is here
Characterization labels: tween protagonist · young investigator · scientist parents · supportive family · bored protagonist · reluctant reader appeal · intelligent protagonist · determined protagonist · female sidekick · security official · strict authority · oblivious adults · obnoxious rich family · well-liked scientist
Semantic match: ranked by characterization
Distance: 0.1713
A science-loving middle schooler and her teen-bodied grandfather chase a breakthrough at the science fair.
Why this is here
Characterization labels: science-minded girl · strong female lead · curious child · quirky grandparent · brilliant scientist · teenage boy body · grumpy elder · awkward teen · bookish girl · chess-savvy friend · goth friend
Semantic match: ranked by characterization
Distance: 0.1722
