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Combine common axes
These books are ranked using the characterization labels extracted for Attack of the 50-Ft. Cupid.
Characterization labels used: mad scientist, quirky girl, strong-willed, misunderstood, spunky, smart, determined, reluctant helper, accident-prone assistant, supportive parent, bemused teacher
Focused on “scientist” 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.
When Black Panther vanishes in space, Shuri must choose between science, family, and Wakanda’s future.
Why this is here
Characterization labels: tech genius · scientist · inventor · princess · royal sibling · reluctant leader · young protagonist · badass heroine · adolescence · spunky · likable · capable · stubborn · energetic
Semantic match: ranked by characterization
Distance: 0.1837
A brilliant but socially isolated teen wins a science prize, then a lab discovery pulls her into dangerous international intrigue.
Why this is here
Characterization labels: science prodigy · genius teen · awkward teen · social outcast · bullied student · caretaker · devoted daughter · financially strained · driven · brilliant · introverted · relatable · quirky · complicated heroine · smart girl · female STEM protagonist · secondary characters
Semantic match: ranked by characterization
Distance: 0.1606
A stranded space patrolman and a reclusive scientist collide on Earth in a goofy, all-ages sci-fi comedy.
Why this is here
Characterization labels: egotistical · clumsy · ridiculous · charming · comedic lead · reclusive scientist · crotchety elder · smart girl · smart scientist · humanity-skeptical · good-hearted
Semantic match: ranked by characterization
Distance: 0.1614
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: 0.1988
A sixth-grader discovers her substitute teacher is an alien and races to stop his secret plan.
Why this is here
Characterization labels: smart girl · science fiction lover · class brain · bully · strict teacher · suspicious student · relatable tween · clear motivations
Semantic match: ranked by characterization
Distance: 0.1745
Winged teens face prophecy, romance turmoil, and a new replacement boy while their flock fractures under pressure.
Why this is here
Characterization labels: strong-willed heroine · protective leader · brooding love interest · unstable child character · mad scientist · genetically engineered boy · envious rival · morally ambiguous authority · outcast · team leader
Semantic match: ranked by characterization
Distance: 0.1764
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: 0.1815
A second-chance couple must bend time and reality to save both their relationship and a collapsing world.
Why this is here
Characterization labels: geneticist · software engineer · physicist · physics professor · scientist · strong female lead · strong-willed · brilliant woman · risk taker · independent woman · kind hero · non-alpha male · supportive hero · easy-going hero · complex characters · well-developed characters · relatable characters · everyday people · damsel-in-distress inversion · self-sacrificing protagonist
Semantic match: ranked by characterization
Distance: 0.2117
A young man chases the truth behind a deadly virus and discovers a reality far stranger than he imagined.
Why this is here
Characterization labels: young protagonist · medical student · genius child · scientist · pathologist · self-sacrificing hero · female objectification · emotionally reserved
Semantic match: ranked by characterization
Distance: 0.2128
A fertility doctor secretly engineers a genius child, then watches his experiment grow into a terrifying threat.
Why this is here
Characterization labels: mad scientist · obsessed scientist · geneticist · doctor protagonist · scientist father · anxious mother · child prodigy · evil genius · sociopathic child · emotionless child · naive protagonist · high-strung characters
Semantic match: ranked by characterization
Distance: 0.1867
A grieving scientist resurrects her sister’s body, but the girl who returns is someone entirely new.
Why this is here
Characterization labels: female scientist · mad scientist · younger sibling · reanimated girl · ghostly guide · supportive spouse · warm neighbor · charismatic sister · pushy caretaker · identity-seeking protagonist · emotionally complex
Semantic match: ranked by characterization
Distance: 0.1872
A bullied girl, her gifted brother, and a friend cross space-time to rescue a missing father from cosmic evil.
Why this is here
Characterization labels: awkward girl · gifted child · child prodigy · brilliant but flawed · moody heroine · socially awkward · popular boy · scientist parent · missing father · eccentric mentors · precocious child · relatable heroine · outcast child · supportive friend · fallible adults
Semantic match: ranked by characterization
Distance: 0.1885
