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These books are ranked using the characterization labels extracted for Kill Them with Kindness.
Characterization labels used: virologist, scientist-hero, benevolent protagonist, corrupt politician, power-hungry leaders, buffoon politician, caricatured figures, antihero leaders, optimist
This does not mean the books share the same plot, setting, quality, or difficulty. It means their characterization embeddings are close.
A doctor with a cure for a deadly epidemic demands peace, confronting a war-crazed ruler and a manipulated public.
Why this is here
Characterization labels: idealistic doctor · war-mongering ruler · power-hungry leader · typified characters · moral absolutism · humanitarian protagonist
Semantic match: ranked by characterization
Distance: 0.1809
A doctor caught between a collapsing marriage, a sick ruler, and a war-torn future is pulled into a time-bending drug plot.
Why this is here
Characterization labels: doctor protagonist · physician · surgeon · organ transplant specialist · political leader · hypochondriac leader · addicted spouse · morally conflicted characters
Semantic match: ranked by characterization
Distance: 0.1819
A Hawaiian volcano nears eruption as a buried military secret turns a disaster into a race to save the world.
Why this is here
Characterization labels: scientist hero · volcanologist · military officials · politicians · journalists · billionaire figure · action hero · curmudgeon · competent expert · one-dimensional characters · stereotyped characters
Semantic match: ranked by characterization
Distance: 0.1890
A family doctor gains a healing touch that saves lives by day and steadily destroys his own life.
Why this is here
Characterization labels: family doctor · caregiving protagonist · dedicated physician · sympathetic lead · naive protagonist · ambitious politician · power-hungry antagonist · enigmatic supporter · villainous bureaucrat · medical professional · homeless man · Vietnamese gardener · autistic child · loving wife · caring patient
Semantic match: ranked by characterization
Distance: 0.2022
An engineer is drawn into a secret coastal experiment probing life after death, with unsettling ethical consequences.
Why this is here
Characterization labels: scientist · engineer · doctor · eccentric scientist · reticent narrator · moral skeptic · willing participant · terminally ill character
Semantic match: ranked by characterization
Distance: 0.2032
Future historians try to alter Columbus’s voyage to avert catastrophe and reshape humanity’s history.
Why this is here
Characterization labels: historical figure · scientist · historian · researcher · investigator · fanatic · charismatic leader · determined protagonist · weak characterization · idealistic
Semantic match: ranked by characterization
Distance: 0.2051
A Boston pathologist investigates when a doctor friend is jailed over a woman’s death after an alleged illegal abortion.
Why this is here
Characterization labels: pathologist · obstetrician · doctor-detective · loyal friend · professional colleague · prominent physician · medical authority · upright doctor · scapegoat · imperfect protagonist · driven investigator · arrogant doctors · many characters
Semantic match: ranked by characterization
Distance: 0.2074
A giant space hospital must diagnose and heal wildly different alien patients, turning medical puzzles into diplomacy.
Why this is here
Characterization labels: doctor protagonist · administrator · diagnostician · medical staff · alien doctors · pacifist · ambitious · rude protagonist · emotionally reserved · competent · career-focused · stubborn
Semantic match: ranked by characterization
Distance: 0.2081
An exiled scientist is sent to a brutal alien labor camp, where strange life and buried ruins challenge everything he knows.
Why this is here
Characterization labels: scientist protagonist · ecologist · xenobiologist · political dissident · academic protagonist · anti-authoritarian · idealistic · sarcastic narrator · commandant
Semantic match: ranked by characterization
Distance: 0.2084
An epidemiologist races to contain a deadly new virus as it spreads worldwide, threatening families, governments, and civilization.
Why this is here
Characterization labels: epidemiologist · microbiologist · virologist · CDC official · WHO investigator · scientist hero · unlikely hero · family man · wife · children · Saudi prince · homeland security official · reporter · Russian émigré · disabled protagonist
Semantic match: ranked by characterization
Distance: 0.2095
A grieving scientist hides her infected husband while racing a covert lab to find a cure after a zombie outbreak.
Why this is here
Characterization labels: scientist protagonist · microbiologist · virologist · brilliant scientist · grieving widow · obsessive caregiver · difficult protagonist · selfish protagonist · resourceful protagonist · ethical transgressor · burnout · exhaustion · obsession · desperation · reckless · humanized monster
Semantic match: ranked by characterization
Distance: 0.2103
A secret U.S. program studies a buried, devil-like creature—until it wakes and demands answers, escape, and chaos.
Why this is here
Characterization labels: linguist · scientist · veterinarian · biologist · doctor · general · rabbi · priest · misfits · outsiders · damaged goods · secretive characters · brave lead · manipulative antagonist
Semantic match: ranked by characterization
Distance: 0.2119
