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These books are ranked using the characterization labels extracted for Notes on Infinity.
Characterization labels used: brilliant students, high achievers, flawed characters, competitive, ambitious, naive, driven, genius stereotype, female STEM protagonist, male science counterpart, founder characters, mentorship-seeking
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A scholarship teen at an elite science institute uncovers secret experiments, mutations, and a threat to her own mind.
Why this is here
Characterization labels: ambitious teen · overachiever · scholarship student · gifted student · isolated protagonist · untrusting · prickly protagonist · mysterious girl · cutthroat peers · rich students · scientist characters · complex characters
Semantic match: ranked by characterization
Distance: 0.1431
Two sisters search for each other across a climate-ravaged future split between an island and an eco-city.
Why this is here
Characterization labels: STEM prodigy · introvert · loner · reclusive · analytical · logical · emotionally detached · survivalist · mysterious · resourceful · gray character · likable protagonist · complex characters
Semantic match: ranked by characterization
Distance: 0.1516
Two short, ambiguous Wells stories explore a hidden doorway and an exam slip-up through regret, choice, and conscience.
Why this is here
Characterization labels: student · scholar · rival student · professor · promising man · social climber · humble background · conscientious character · obsessive character · idealistic character
Semantic match: ranked by characterization
Distance: 0.1569
A PhD student finds a cursed rare book and is pulled into a mind-travel mystery about reality, time, and thought.
Why this is here
Characterization labels: female academic · PhD student · curious heroine · flawed protagonist · intellectual heroine · obsessive reader · messy protagonist · sexually active protagonist · poor student · strong-willed · mentally complex
Semantic match: ranked by characterization
Distance: 0.1607
At an elite remote prep school, a missing girl sparks a web of secrets, suspects, and a mystery that turns strange.
Why this is here
Characterization labels: gifted students · prodigy students · high achievers · creepy stalker · obsessive boy · addicted boyfriend · genius best friend · science-minded student · popular girl · underdeveloped characters · unlikable characters · two-dimensional characters · flat characters · socially awkward character · analytical mind
Semantic match: ranked by characterization
Distance: 0.1609
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: 0.1658
Two graduate students take a fertility-clinic egg donation job to uncover what became of their eggs—and uncover far more.
Why this is here
Characterization labels: Female protagonists · Graduate students · PhD students · College students · Intelligent but naive · Reckless · Impulsive · Curious · Naive · Stilted dialogue · One-dimensional characters · Stock characters · Interchangeable personalities
Semantic match: ranked by characterization
Distance: 0.1665
In a post-apocalyptic crater city, an engineer helps a recluse chase human flight while danger, secrecy, and romance close in.
Why this is here
Characterization labels: rational heroine · engineer protagonist · reluctant romantic · reclusive inventor · young genius · orphaned youth · strong-willed protagonist · emotion-versus-logic · flawed heroine · eccentric characters
Semantic match: ranked by characterization
Distance: 0.1670
After a meteor strike makes Earth uninhabitable, a brilliant 1950s pilot fights sexism to join the space race.
Why this is here
Characterization labels: brilliant protagonist · female engineer · mathematician · pilot · astronaut aspirant · anxious protagonist · socially awkward · privileged protagonist · self-aware arc · morally reflective · supportive spouse · strong female cast · competent women · male antagonist · bigoted authority
Semantic match: ranked by characterization
Distance: 0.1694
A student in Padua falls for a mysterious woman raised in a deadly garden of poisonous plants.
Why this is here
Characterization labels: young student · beautiful heroine · mad scientist · rival scholar · morally ambiguous characters · naive protagonist · monomaniacal father · toxic heroine · scientific obsessor
Semantic match: ranked by characterization
Distance: 0.1706
In a female-run dystopia, a young scientist screens imprisoned men for breeding and uncovers a brutal conspiracy.
Why this is here
Characterization labels: young scientist · brilliant scientist · female protagonist · strong female lead · male lead · traumatized male · sympathetic protagonist · questioning authority · disaffected insider · powerful councilwoman · relatable characters · underdeveloped side characters · multiple agendas · morally conflicted
Semantic match: ranked by characterization
Distance: 0.1743
A teen aspiring scientist on a stranded alien colony uncovers buried truths about her world, her family, and peace on Faloiv.
Why this is here
Characterization labels: aspiring scientist · teen protagonist · curious heroine · determined heroine · logical characters · competitive students · black girl in STEM · hacker · best friend · scientist parents · extremist leader · character-driven
Semantic match: ranked by characterization
Distance: 0.1753
In a futuristic school where students experience history firsthand, twin siblings race to uncover a family secret.
Why this is here
Characterization labels: twin protagonists · female protagonist · male twin · ordinary heroine · genius student · inventor grandfather · relatable characters · bullied outsider · hidden talents · brilliant students · young students
Semantic match: ranked by characterization
Distance: 0.1756
An astronaut’s asteroid mission uncovers an alien derelict and pulls him into a slow-burn first-contact mystery.
Why this is here
Characterization labels: astronaut · scientist protagonist · rebellious protagonist · insubordinate protagonist · cynical protagonist · clever protagonist · male-centered cast · misunderstood genius
Semantic match: ranked by characterization
Distance: 0.1768
A gifted young woman leaves her isolated culture for space university, but a violent alien encounter upends her journey.
Why this is here
Characterization labels: teen protagonist · brilliant student · mathematical genius · curious heroine · resourceful · brave · self-doubting · tradition-bound · outsider · first-generation student · strong female lead
Semantic match: ranked by characterization
Distance: 0.1774
A medical student uncovers a lethal hospital conspiracy after routine surgeries leave healthy patients in comas.
Why this is here
Characterization labels: medical student · female protagonist · determined heroine · feisty heroine · bright student · overemotional protagonist · unprofessional lead · sexist male characters · chauvinist men · cardboard characters · sympathetic investigator
Semantic match: ranked by characterization
Distance: 0.1789
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: 0.1800
A physicist from an anarchist moon visits a capitalist world, forcing both societies’ flaws—and ideals—into view.
Why this is here
Characterization labels: brilliant physicist · idealistic protagonist · outsider · conscientious thinker · social misfit · scientist hero · intellectual protagonist · convincing scientist
Semantic match: ranked by characterization
Distance: 0.1803
A meticulously researched secret-history tale in which Oppenheimer and fellow scientists race to avert a hidden solar catastrophe.
Why this is here
Characterization labels: genius scientists · brilliant minds · real historical figures · character-driven · morally conflicted · flawed protagonist · distinct ensemble · rivalrous colleagues · well-drawn characters
Semantic match: ranked by characterization
Distance: 0.1824
A trainee anchor’s thesis on time-bending collides with a failed exam, a grudged professor, and a stranger named Peri.
Why this is here
Characterization labels: genius · brainy protagonist · technical whiz · resourceful heroine · headstrong heroine · strong-willed · young adults · students · agents-in-training · mentor figure
Semantic match: ranked by characterization
Distance: 0.1827
A near-future team tries to build a space elevator to solve Earth’s energy crisis while battling politics, funding, and physics.
Why this is here
Characterization labels: brilliant scientist · renegade scientist · female scientist · mentor figure · billionaire backer · scientists and engineers · astronauts · political antagonists · idealistic protagonists · motivated visionaries
Semantic match: ranked by characterization
Distance: 0.1830
A chalk-based magic-school mystery follows a boy who can’t do the magic but knows it better than anyone.
Why this is here
Characterization labels: underdog · obsessive learner · nonmagical protagonist · quirky heroine · mentor figure · ambitious student · social outsider · flawed protagonist
Semantic match: ranked by characterization
Distance: 0.1830
Professor Challenger gathers old companions in a sealed room as Earth passes through a deadly ether belt.
Why this is here
Characterization labels: arrogant scientist · brilliant scientist · eccentric professor · pompous protagonist · bullish personality · scientific rival · adventurer · journalist narrator · female supporting character · group ensemble
Semantic match: ranked by characterization
Distance: 0.1832
A near-future scientific accident and a worsening planet force rival factions to race to save Earth.
Why this is here
Characterization labels: scientist protagonist · brilliant scientist · ensemble characters · genius characters · activist characters · authoritarian antagonists · moral ambiguity
Semantic match: ranked by characterization
Distance: 0.1836
