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These books are ranked using the characterization labels extracted for The Cure.
Characterization labels used: female lead, strong heroine, scientist protagonist, grad student, doctorial candidate, prison researcher, traumatized survivor, obsessive researcher, brilliant, resourceful, flawed, trust issues, skeptical, spycraft skills, martial arts skills, gray morality, good guys/bad guys ambiguity
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A grieving researcher with an opioid habit is sent to a space station, where a deadly mystery may be tied to her disease cure.
Why this is here
Characterization labels: female scientist · medical researcher · neurologist · radiologist · flawed protagonist · driven protagonist · grieving mother · addict protagonist · paranoid protagonist · resourceful heroine · intelligent heroine · compelling lead
Semantic match: ranked by characterization
Distance: 0.1208
A lab biologist is trapped in a biotech siege that may be the hidden start of a zombie apocalypse.
Why this is here
Characterization labels: female scientist · virologist · biochemist · reluctant hero · flawed protagonist · strong female lead · sociopathic love interest · charismatic villain · morally gray characters · smart but hesitant
Semantic match: ranked by characterization
Distance: 0.1244
An FBI futurist investigates a bizarre insect-linked killing and uncovers a genetically engineered threat on a remote island.
Why this is here
Characterization labels: female investigator · strong heroine · futurist · FBI consultant · survivalist upbringing · anxious protagonist · flawed heroine · entomologist ally · billionaire antagonist · hostile scientists · deductive lead · competent investigator
Semantic match: ranked by characterization
Distance: 0.1455
A debt-ridden scientist takes a shady lab job and must work through ten doors of escalating monster encounters.
Why this is here
Characterization labels: female lead · scientist · xenobiologist · PhD · student debt · curious heroine · eager heroine · unfulfilled heroine · job-driven · professional · self-aware · humorous inner voice · likable characters · side characters
Semantic match: ranked by characterization
Distance: 0.1504
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: 0.1538
In a near-future Britain, a scientist is dragged into a government secret after Earth’s rotation stops and chaos spreads.
Why this is here
Characterization labels: scientist protagonist · female lead · tough heroine · intelligent heroine · isolated protagonist · jaded protagonist · bitter protagonist · determined investigator · curious protagonist · flawed protagonist · strong female lead · government agents · dying mentor · secondary characters · antagonists · authoritarian leadership
Semantic match: ranked by characterization
Distance: 0.1539
A deaf bioengineering student secretly masters mind-reading tech, then must protect it from ruthless rivals who want it weaponized.
Why this is here
Characterization labels: brilliant scientist · female lead · deaf protagonist · caregiver · psychic front · resourceful heroine · morally conflicted · good guys and bad guys
Semantic match: ranked by characterization
Distance: 0.1557
A salmon biologist is pulled into an alien-led mystery that could determine whether Earth and other worlds survive.
Why this is here
Characterization labels: reluctant heroine · workaholic scientist · stubborn protagonist · emotionally guarded · strong-minded female lead · alien protagonist counterpart · intense researcher
Semantic match: ranked by characterization
Distance: 0.1586
An airborne virus wipes out or warps nearly all men, forcing a young woman and a community of survivors to endure—and investigate what’s next.
Why this is here
Characterization labels: strong female lead · teen protagonist · survivor · scout · protector · hardened survivor · feral male antagonist · scientist · doctor · younger sister · love interest
Semantic match: ranked by characterization
Distance: 0.1588
As humans and aliens struggle to coexist after first contact, a scientist uncovers a dangerous magic secret.
Why this is here
Characterization labels: scientist protagonist · researcher protagonist · female lead · alien colleague · possible boyfriend · love triangle · politically savvy antagonist · manipulated heroine · strong-willed heroine · smart characters · morally gray characters
Semantic match: ranked by characterization
Distance: 0.1600
A lone space wreck diver uncovers an impossible ancient ship and a dangerous secret that could reshape her future.
Why this is here
Characterization labels: female protagonist · loner · obsessive · paranoid · control freak · methodical · competent professional · emotionally isolated · traumatized · private · strong female lead · obsessive researcher · hard-boiled
Semantic match: ranked by characterization
Distance: 0.1609
An amnesiac cyborg adventuress in steampunk Victorian England hunts the truth behind her body and a new mechanical corpse.
Why this is here
Characterization labels: strong heroine · badass heroine · haunted heroine · determined investigator · compassionate protagonist · sarcastic protagonist · resourceful protagonist · female cyborg · amnesiac protagonist · sidekick · inventor · villainess · mad scientist · mysterious antagonist · strong female lead
Semantic match: ranked by characterization
Distance: 0.1627
