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The Genius Experiment

James Patterson, Chris Grabenstein

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Similar in characterization

These books are ranked using the characterization labels extracted for The Genius Experiment.

Characterization labels used: child prodigy, female protagonist, orphan, homeless, genius kid, resourceful, empathetic, curious, brave, selfless, humble, problem solver, inventor, scientific thinker, team leader, kid geniuses, adult allies, villainous adults, mysterious benefactor, strong female lead

Focused on “loyal sidekick” 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.

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All Our Yesterdays

Cristin Terrill · 2021

A trapped teen must rewrite a ruined future by traveling into the past to stop the invention that caused it.

Why this is here

Characterization labels: teen protagonists · young adult protagonists · female lead · future self · younger self · genius boy · science prodigy · resourceful heroine · hardened survivor · insecure girl · privileged girl · strong-willed · morally conflicted · tortured prisoner · ambitious inventor · complex villain · unstable genius · loyal sidekick · character-driven · character growth · transformation arc

Semantic match: ranked by characterization

Distance: 0.1460

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Calculated

Nova McBee · 2021 · Calculated

A kidnapped math prodigy must use her gift to survive criminals, reclaim her life, and choose revenge or justice.

Why this is here

Characterization labels: math prodigy · child prodigy · female protagonist · strong female lead · relatable heroine · captive · survivor · determined · resilient · cynical · bitterness · mentor figure · wise mentor · billionaire · off-limits son · criminal mastermind · villainess · bitter billionaire · handsome love interest

Semantic match: ranked by characterization

Distance: 0.1324

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Concealed

Christina Diaz Gonzalez · 2021

A girl in witness protection races to save her missing parents and uncover the truth about her hidden past.

Why this is here

Characterization labels: female protagonist · clever protagonist · resourceful protagonist · curious protagonist · smart girl · young teen protagonist · computer whiz · hacker · foster kid · scientist parent · mysterious handler · untrustworthy adult · loyal friend · brave kids

Semantic match: ranked by characterization

Distance: 0.1475

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The Girl Who Could Fly

Victoria Forester · 2008 · Piper McCloud

A girl who can fly is sent to a secret school for exceptional kids, where friendship and danger collide.

Why this is here

Characterization labels: resourceful girl · adventurous heroine · innocent protagonist · outsider · gifted child · super-intelligent child · bullied child · mystery adult · villain with depth · overzealous authority · complex parents · misfit children

Semantic match: ranked by characterization

Distance: 0.1630

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Dragonfly Girl: A Spellbinding YA Science Thriller About a Cure for Death and Deadly International Rivalry

Marti Leimbach · 2021

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: 0.1694

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Ender's Game

Orson Scott Card · 2004 · Ender's Saga

A gifted child is taken to a space battle school where games, pressure, and war become dangerously real.

Why this is here

Characterization labels: child prodigy · gifted children · isolated protagonist · strategic thinker · empathetic protagonist · ruthless survivalist · bullied outsider · morally conflicted · complex protagonist · sibling contrast · child soldiers · leader material

Semantic match: ranked by characterization

Distance: 0.1716

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Dragonsinger

Anne McCaffrey · 2003 · Harper Hall of Pern

A gifted teen musician enters Harper Hall, where training, jealousy, and prejudice test her path to belonging.

Why this is here

Characterization labels: young prodigy · modest protagonist · shy protagonist · misfit girl · talented musician · apprentice · supportive mentors · jealous peers · mean girls · male-dominated environment · underestimated heroine · determined heroine · self-doubting heroine · gifted artist · child prodigy · supportive adult allies

Semantic match: ranked by characterization

Distance: 0.1717

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Evil Genius

Catherine Jinks · 2005 · Genius

A lonely child genius is groomed for villainy at a secret academy, then starts questioning who he is and who to trust.

Why this is here

Characterization labels: child genius · teen prodigy · loner · outsider · hacker · manipulative · morally ambiguous · cold protagonist · sarcastic · socially isolated · criminal mentor · psychologist mentor · evil mastermind · disguise teacher · disability representation

Semantic match: ranked by characterization

Distance: 0.1720

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First Meetings in Ender's Universe

Orson Scott Card · 2004 · Ender's Saga

A linked collection of Enderverse origin stories, from Ender’s parents to his first meeting with Jane.

Why this is here

Characterization labels: child prodigy · genius child · brilliant parents · arrogant genius · precocious boy · military recruit · fugitive · taxpayer · AI companion · scientific intellect · manipulative intelligence · overachiever · humane characterization · flawed protagonists · background character focus

Semantic match: ranked by characterization

Distance: 0.1728

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The Clockwork Three

Matthew J. Kirby · 2010

Three struggling children in a late-1800s city discover that helping one another may be the key to freedom.

Why this is here

Characterization labels: orphan · street musician · busker · hotel maid · clockmaker's apprentice · young inventor · child laborer · immigrant child · breadwinner · invalid parent · curious child · determined child · soft-hearted · strong-willed · intense · guarded · brave children · damaged protagonists · villainous adults · abusive guardian · kind mentor · mysterious adult · medium · fortune teller

Semantic match: ranked by characterization

Distance: 0.1737

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Tinker

Wen Spencer · 2004 · Elfhome

A teen genius in alternate Pittsburgh gets pulled into elven politics, magic-tech intrigue, and a dangerous romance.

Why this is here

Characterization labels: girl genius · mechanical genius · scientific genius · inventor · engineer · resourceful heroine · brave heroine · clueless heroine · Mary Sue (contested) · tomboy · young adult protagonist · elven noble · elven prince · protective male lead · powerful elite · found family · loyal bodyguard · bad guys are evil

Semantic match: ranked by characterization

Distance: 0.1742

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The Diamond Age: Or, a Young Lady's Illustrated Primer

Neal Stephenson · 2000

In a nanotech future, a stolen interactive primer reshapes a poor girl’s life and the society around her.

Why this is here

Characterization labels: young girl protagonist · female coming-of-age · brilliant engineer · inventor · guardian figure · mysterious figure · child protagonist · orphans · strong female lead · catalyst protagonist

Semantic match: ranked by characterization

Distance: 0.1746

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