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Cover of Scout's Progress by Sharon Lee
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Scout's Progress

Sharon Lee, Steve Miller

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Similar in characterization + relationships

These books are ranked using the characterization + relationships labels extracted for Scout's Progress. Books rank higher when they are close on every selected axis.

Characterization labels used: brilliant mathematician, abused heroine, survivor, quiet heroine, genius protagonist, competent hero, incognito noble, ex-Scout, pilot, teacher, mathematician

Relationships labels used: abusive brother-sister relationship, friendship, romance, found family, community support, mentor-student relationship, family pressure, contract marriage, secret courtship, power imbalance

This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization + relationships embeddings are close.

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Cover of Mouse and Dragon by Sharon Lee

Mouse and Dragon

Sharon Lee, Steve Miller · 2010 · Liaden Universe, Chronological

A traumatized pilot and a powerful clan leader try to build a life together while family pressure and hidden dangers close in.

Why this is here

Characterization labels: mathematician · pilot · delm · loner · brilliant heroine · traumatized heroine · abused protagonist · healer-supported recovery · protective hero · supportive men · family antagonist · self-confident growth · life-mates

Relationships labels: man-woman relationships · romantic partnership · lifemates · marriage · courtship · family duty · clan loyalty · parent-child separation · siblings in conflict · mentor-healer relationship · found family · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1522

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Cover of The Two Doctors Górski by Isaac Fellman

The Two Doctors Górski

Isaac Fellman · 2022

A traumatized graduate student in magical psychiatry confronts an abusive mentor, mind reading, and a split self.

Why this is here

Characterization labels: brilliant student · traumatized protagonist · mind reader · abusive professor · mercurial mentor · homunculus double · tortured graduate student · isolated student · complex morally damaged characters · anxious protagonist · detached protagonist · survivor

Relationships labels: student-advisor relationship · abusive relationship · toxic relationship · mentor-student power imbalance · romantic abuse · emotional abuse · mirror selves · peer tension · self versus self

Semantic match: ranked by characterization + relationships

Distance: 0.1644

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Cover of Fantastic Four by Jonathan Hickman Omnibus, Vol. 1 by Jonathan Hickman

Fantastic Four by Jonathan Hickman Omnibus, Vol. 1

Jonathan Hickman · 2013 · Fantastic Four by Jonathan Hickman

Reed Richards tries to solve everything, triggering a sprawling Fantastic Four saga of family, time, and cosmic fallout.

Why this is here

Characterization labels: genius protagonist · family team · super-intelligent child · villainous genius · morally conflicted hero · large ensemble · emotionally resonant characters · character spotlights

Relationships labels: found family · sibling bond · parent-child conflict · marriage tension · team dynamics · mentor-student · rivalry · grief and loss · power imbalance

Semantic match: ranked by characterization + relationships

Distance: 0.1648

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Cover of Observer by Robert Lanza

Observer

Robert Lanza, Nancy Kress · 2023

A disgraced neurosurgeon joins a secret Caribbean research project that may let minds alter reality itself.

Why this is here

Characterization labels: neurosurgeon · scientist · Nobel laureate · physicist · tech entrepreneur · skeptical protagonist · relatable protagonist · strong-willed protagonist · career setback · socially targeted woman · supportive sibling · disabled child caregiver · charismatic mentor · genius uncle · romantic tension · complex characters · well-developed characters

Relationships labels: sibling support · family obligation · romance · workplace harassment · power imbalance · mentor-protege · estranged family · parent-child care · found family · professional rivalry

Semantic match: ranked by characterization + relationships

Distance: 0.1651

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Cover of Singer Distance by Ethan Chatagnier

Singer Distance

Ethan Chatagnier · 2022

A 1960s mathematician and her boyfriend race to answer Mars, then grapple with the love and loss that follow.

Why this is here

Characterization labels: mathematics prodigy · brilliant genius · obsessed · mercurial · tortured genius · practical · loyal · devoted · melancholy · kind · flawed characters · character-driven

Relationships labels: romantic relationship · boyfriend girlfriend · unrequited love · lost lover · father issues · parent child strain · friend group · friendship · family tension · dependency · devotion

Semantic match: ranked by characterization + relationships

Distance: 0.1685

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Cover of The Prediction by Darren Sugrue

The Prediction

Darren Sugrue · 2022

A rejected math thesis predicting death resurfaces when one forecast proves true, forcing its creator to choose love or proof.

Why this is here

Characterization labels: mathematical genius · academic prodigy · failed academic · crane operator · former professor · grieving parent · abusive husband victim · reluctant hero · flawed characters · believable characters · well-developed characters · emotionally complex characters

Relationships labels: former lovers · marriage · estranged lovers · parent child loss · mentor mentee · spousal abuse · family grief · caregiver conflict · romantic tension

Semantic match: ranked by characterization + relationships

Distance: 0.1708

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Cover of Variable Star by Robert A. Heinlein

Variable Star

Robert A. Heinlein, Spider Robinson · 2006

A broke would-be composer boards a relativistic colony ship after a love-and-family betrayal, only to face cosmic disaster.

Why this is here

Characterization labels: young protagonist · musician protagonist · composer protagonist · socially awkward protagonist · gifted protagonist · flawed hero · headstrong hero · rich heiress · ruthless patriarch · competent characters · stock characters

Relationships labels: romance · engagement · failed romance · family pressure · power imbalance · mentor influence · community living · marriage

Semantic match: ranked by characterization + relationships

Distance: 0.1709

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Cover of Notes on Infinity by Austin Taylor

Notes on Infinity

Austin Taylor · 2025

Two Harvard students chase an anti-aging breakthrough, then fame, money, and secrets threaten their startup and bond.

Why this is here

Characterization labels: brilliant students · high achievers · flawed characters · competitive · ambitious · naive · driven · genius stereotype · female STEM protagonist · male science counterpart · founder characters · mentorship-seeking

Relationships labels: friends to lovers · romantic tension · academic rivals · colleagues · founders · partnership under strain · betrayal · toxic pull · found family · family pressure · father-daughter tension · sibling comparison · power imbalance · love triangle

Semantic match: ranked by characterization + relationships

Distance: 0.1715

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Cover of Grand Theft Astro by Scott Meyer

Grand Theft Astro

Scott Meyer · 2021

A notorious space thief joins a secret agency, then races through missions against a virus and a ticking clock.

Why this is here

Characterization labels: capable heroine · determined protagonist · loner protagonist · brilliant thief · overpowered heroine · Mary Sue · secretive protagonist · self-reliant protagonist · flat protagonist · selfish protagonist · ingenious protagonist · competent thief

Relationships labels: brother relationship · handler relationship · employer-employee power imbalance · trust issues · betrayal · dependency · family conflict · suspicious alliance · team dynamic

Semantic match: ranked by characterization + relationships

Distance: 0.1739

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Cover of An Unkindness of Ghosts by Rivers Solomon

An Unkindness of Ghosts

Rivers Solomon · 2017

On a dying generation ship, an outcast healer decodes her mother’s clues and confronts an entire oppressive order.

Why this is here

Characterization labels: brilliant protagonist · autistic-coded · intersex representation · queer protagonist · neurodivergent characters · traumatized characters · complex characters · morally harsh antagonists · survivor · healer · scientist · medic · self-taught

Relationships labels: mentor relationship · friendship · platonic bond · queer relationship · crush · found family · family history · mother-daughter · power imbalance · community bonds

Semantic match: ranked by characterization + relationships

Distance: 0.1765

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Cover of The Violence of Sound by Jeff Wheeler

The Violence of Sound

Jeff Wheeler · 2025 · The Invisible College

A deaf young wife and her inventor husband confront wartime intrigue, secret magic, and a rising supernatural threat.

Why this is here

Characterization labels: scholar · inventor · elocutionist · wizard · sorcerer · deaf heroine · resourceful heroine · intelligent heroine · protective husband · devoted husband · humble hero · morally gray characters · villainous antagonists · political leader · loyal friend · strong side characters · secretive protagonist · brilliant protagonist · reluctant hero · good-hearted couple

Relationships labels: married couple · newlyweds · husband wife · protective marriage · healthy relationship · romantic tension · family support · sibling bond · friendship bond · loyalty · betrayal · power imbalance · mentor student

Semantic match: ranked by characterization + relationships

Distance: 0.1774

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Cover of Quantum by Patricia Cornwell

Quantum

Patricia Cornwell · 2019 · Captain Chase

A NASA security expert races to stop sabotage during a top-secret space mission while her twin sister becomes a suspect.

Why this is here

Characterization labels: brilliant heroine · workaholic · hyperintelligent protagonist · scientist protagonist · cyber expert · pilot protagonist · astronaut aspirant · identical twin · hostile characters · damaged characters · paranoid character · phobic character

Relationships labels: twin sisters · mentor relationship · boss-subordinate tension · family friendship · parent-child bond · romance subplot · work partnership

Semantic match: ranked by characterization + relationships

Distance: 0.1774

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