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Combine common axes
These books are ranked using the characterization labels extracted for The Final Six.
Characterization labels used: teen protagonists, science prodigy, athlete, swimmer, orphan, family-oriented, skeptical, determined, hopeful, investigative, competitive, brilliant teens, supportive love interest, stubborn, resourceful, secretive
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
Two teens enter patients’ nightmares to cure fear, but a new case and hidden secrets threaten their fragile team.
Why this is here
Characterization labels: teen protagonists · scientist mentor · adopted child · amnesiac protagonist · disabled protagonist · brave · curious · secretive adults · troubled children
Semantic match: ranked by characterization
Distance: 0.1547
Stranded teens launch a reckless sabotage mission behind enemy lines, risking everything to hit back and survive.
Why this is here
Characterization labels: teen protagonists · resourceful · courageous · traumatized · emotionally scarred · maturing · reckless · reluctant team member · unpredictable character · distressed character · dependable leader · pushy love interest · outspoken narrator · believable teens · amateur fighters
Semantic match: ranked by characterization
Distance: 0.1614
A rising zero-gravity fighter chases championship glory while fame, romance, and a dangerous secret threaten everything.
Why this is here
Characterization labels: teen prodigy · young athlete · celebrity athlete · fighter · rookie champion · kind protagonist · determined protagonist · likable protagonist · flawed protagonist · gruff coach · ambitious publicist · supporting fan · mentor figure · grizzled trainer
Semantic match: ranked by characterization
Distance: 0.1644
A space-born teen is swept into an interplanetary revolt, forcing him to choose where he belongs and who he’ll aid.
Why this is here
Characterization labels: teen protagonist · boy hero · young adult hero · naive but capable · resourceful · stubborn · independent · courageous · self-reliant · sympathetic protagonist · coming-of-age hero · scientist parents · rugged individualist
Semantic match: ranked by characterization
Distance: 0.1680
A time-traveling pair is sent to 1903 to protect history, but Einstein’s family makes the mission far more complicated.
Why this is here
Characterization labels: teen protagonists · siblings · seasoned time travelers · brave · curious · resourceful · secretive · enigmatic adult · clever woman · scientist · parental figure · strong female lead · maturing protagonist · emotionally driven
Semantic match: ranked by characterization
Distance: 0.1691
A teen arrives on a ruined alien world and must survive a crash, a duplicate self, and a mystery gone wrong.
Why this is here
Characterization labels: teen protagonist · reluctant traveler · scientist parents · resourceful survivor · flawed heroine · curious investigator · dual self · protective friend
Semantic match: ranked by characterization
Distance: 0.1721
Bennett must balance time travel, family, and a fragile love with Anna across two decades.
Why this is here
Characterization labels: teenagers · devoted love interest · supportive sister · protective parent · secret-keeping · conflicted protagonist · mature-for-age · vulnerable hero · ordinary teens in extraordinary circumstances · insecurity
Semantic match: ranked by characterization
Distance: 0.1721
A high-tech boarding-school team races across the North Atlantic to decode clues, outwit spies, and save whales.
Why this is here
Characterization labels: teens as explorers · brilliant students · brave · curious · resourceful · determined · relatable hero · traitor within group · secretive adults · scientist mentors
Semantic match: ranked by characterization
Distance: 0.1731
Two teens chase a missing inventor into a dragon-haunted world and get trapped in a dangerous civil war.
Why this is here
Characterization labels: teen protagonists · inventor · mechanic · feisty girl · mysterious ally · trusted-then-doubted · smart kids · reluctant leaders · character growth · flawed teens · resourceful · loner
Semantic match: ranked by characterization
Distance: 0.1741
A teen returns after five missing years unchanged, and must uncover what happened while her world moved on without her.
Why this is here
Characterization labels: teen girl protagonist · athlete protagonist · bratty heroine · strong-willed heroine · confused protagonist · angry heroine · suspicious father · protective love interest · supportive love interest · conspiracy theorist father · alienated family
Semantic match: ranked by characterization
Distance: 0.1751
A teen science nerd hunting the periodic table finds a radioactive new element that draws enemies and danger.
Why this is here
Characterization labels: teen protagonist · nerdy protagonist · science-obsessed · collector · brave · determined · reluctant hero · mature for age · flawed hero · smart · impulsive · believable teens · strong female characters · supportive sibling · supportive cousin · villainous adults · baddies
Semantic match: ranked by characterization
Distance: 0.1752
A troubled schoolgirl discovers she can alter reality through dreams, but every change deepens the danger around her.
Why this is here
Characterization labels: teen protagonist · schoolgirl · older sister · younger sister · medical student · impulsive · emotionally reactive · alienated teen · scientific explanation
Semantic match: ranked by characterization
Distance: 0.1779
