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Combine common axes
These books are ranked using the characterization labels extracted for The Ship Who Searched.
Characterization labels used: precocious child, smart heroine, headstrong heroine, disabled protagonist, brainship, brawn partner, female lead, competent heroine, character-driven ensemble
Focused on “smart heroine” 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 homeschooled teen with one hand wins astronaut camp and gets swept into aliens, powers, romance, and a world-saving crisis.
Why this is here
Characterization labels: smart heroine · witty heroine · sheltered heroine · homeschooled teen · disabled protagonist · strong female lead · supportive parents · best friend with crush · rich bad boy · eccentric scientist · moral ambiguity · team ensemble
Semantic match: ranked by characterization
Distance: 0.1535
A teen space refugee must survive a brutal multi-stage contest on Atlantis while love, politics, and war collide.
Why this is here
Characterization labels: nerdy heroine · awkward smart girl · strong female lead · resourceful protagonist · resilient heroine · brave heroine · compassionate heroine · talented heroine · smart heroine
Semantic match: ranked by characterization
Distance: 0.1702
A sick teen in a post-pandemic military town uncovers a dangerous secret as several mysterious boys orbit her life.
Why this is here
Characterization labels: sarcastic heroine · strong heroine · chronically ill protagonist · foster child · orphan protagonist · smart heroine · stubborn heroine · vulnerable heroine · protective males · distinct male leads · teacher character · soldier character · doctor character
Semantic match: ranked by characterization
Distance: 0.1796
A truth-seeing space princess must outwit court conspiracies, war, and an arranged marriage to save herself and her realm.
Why this is here
Characterization labels: smart heroine · snarky heroine · resourceful protagonist · curious protagonist · courageous protagonist · teen princess · plucky princess · female bodyguards · loyal allies · political operator · wisecracking cast · villainous regent
Semantic match: ranked by characterization
Distance: 0.1803
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: 0.1809
A teen trapped in a supermodel’s body races to expose a deadly corporate secret before it destroys everyone she loves.
Why this is here
Characterization labels: smart heroine · impulsive heroine · whiny heroine · resourceful heroine · strong female lead · bad boy love interest · protective hero · morally gray villain · power-hungry heir · supportive sister · comic relief friend · skeptical parent
Semantic match: ranked by characterization
Distance: 0.1814
A fifteen-year-old heir escapes forced marriage by joining a starship navy where sailing, rank, and danger rule.
Why this is here
Characterization labels: competent heroine · young protagonist · strong female lead · plucky heroine · driven protagonist · naive newcomer · quick learner · command potential · teen protagonist · idealistic
Semantic match: ranked by characterization
Distance: 0.1522
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: 0.1529
An 11-year-old girl survives a bio-nuclear apocalypse, then seeks others like her in a depopulated world.
Why this is here
Characterization labels: child protagonist · girl genius · superhuman child · resourceful heroine · self-deprecating narrator · competent survivor · martial arts-trained · quirky protagonist · uber-competent characters
Semantic match: ranked by characterization
Distance: 0.1549
A spy-in-training at an airborne finishing school uncovers a conspiracy, a kidnapping plot, and complicated new feelings.
Why this is here
Characterization labels: intelligent heroine · resourceful heroine · curious heroine · devious heroine · mischievous heroine · Mary Sue (contested) · self-assured heroine · proactive characters · good-hearted boy · evil genius students
Semantic match: ranked by characterization
Distance: 0.1561
Two children from different worlds join forces to survive, uncover Dust, and wield a knife that can cut between realities.
Why this is here
Characterization labels: precocious child · brave heroine · street-smart child · mature for age · protective child · troubled boy · child carer · absent parents · new protagonist · morally conflicted characters · authority figures
Semantic match: ranked by characterization
Distance: 0.1563
A Cuban-American middle-school magician and an overachieving classmate tangle with grief, friends, and a risky multiverse.
Why this is here
Characterization labels: precocious kids · smart protagonist · witty narrator · kind-hearted boy · overachieving girl · feminist girl · charismatic protagonist · good-hearted adults · supportive adults · bully with nuance · non-toxic masculinity · emotionally open boy · magician-in-training · diabetic protagonist · grieving child · force-of-nature girl
Semantic match: ranked by characterization
Distance: 0.1570
