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These books are ranked using the characterization labels extracted for Making History.
Characterization labels used: history student, graduate student, PhD candidate, physicist, professor, physicist scientist, Holocaust survivor, elderly, young adult, flawed protagonist, irritating protagonist, unsympathetic lead, wunderkind, hubristic, immature, self-deprecating, brutal antagonist, well-rounded characters
Focused on “scientific obsessor” 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.
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: 0.1615
A young historian’s time-travel research goes wrong, trapping her in plague-era England as Oxford faces its own crisis.
Why this is here
Characterization labels: young historian · academic protagonist · mentor figure · bureaucratic academics · competent heroine · lovable characters · annoying characters · flawed characters · quiet heroism · inexperienced protagonist
Semantic match: ranked by characterization
Distance: 0.1463
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: 0.1696
A dead academic seems to return in a new body, pulling a psychiatrist and a conspiracy into questions of identity and immortality.
Why this is here
Characterization labels: academic protagonist · scholar protagonist · unlikable protagonist · inept hero · savant character · psychiatric patient · scientist character · brutish savant · bookish intellectual · self-pitying narrator · complex protagonist
Semantic match: ranked by characterization
Distance: 0.1704
In a childless near-future England, a weary historian is drawn into resistance when a pregnancy changes everything.
Why this is here
Characterization labels: academic protagonist · historian protagonist · apathetic protagonist · cynical protagonist · unlikable protagonist · reluctant leader · female revolutionary · attractive outsider · tyrannical ruler · powerful cousin · dissident group · idealistic rebels · elderly population · amoral youth · cold character
Semantic match: ranked by characterization
Distance: 0.1712
A psychologist who can spot psychopaths uncovers a missing six months of his own life and a theory that could alter humanity.
Why this is here
Characterization labels: experimental psychologist · quantum physicist · professor · expert witness · utilitarian protagonist · flawed hero · psychopath · mentor figure · ex-girlfriend · scientist protagonists · academic characters · politically opinionated characters
Semantic match: ranked by characterization
Distance: 0.1731
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: 0.1736
An Antarctic SETI disaster launches a cross-time chase into Kant, AI, and the limits of human reality.
Why this is here
Characterization labels: scientist protagonist · disfigured protagonist · alcoholic protagonist · unlikable protagonist · obsessed philosopher · surly character · practical character · AI character · shadowy institute · traumatized survivor
Semantic match: ranked by characterization
Distance: 0.1736
A spoiled Yale student joins a fossil hunt in the 1876 West and gets caught in a ruthless scientific rivalry.
Why this is here
Characterization labels: spoiled rich youth · naive student · privileged outsider · paranoid rival · competitive scholars · real historical figures · fictional protagonist · coming-of-age protagonist · resilient hero · unscrupulous scientist · arrogant youth
Semantic match: ranked by characterization
Distance: 0.1744
Two classic Wells novellas: one sends a scientist into a distant human future; the other unleashes a dangerous invisibility experiment.
Why this is here
Characterization labels: unnamed scientist · mad scientist · ambitious scientist · curious investigator · unlikable protagonist · irreverent protagonist · unsympathetic antagonist
Semantic match: ranked by characterization
Distance: 0.1756
A 12-story Connie Willis collection mixing time travel, horror, humor, and haunting speculative setups.
Why this is here
Characterization labels: history student · time traveler · grad student · researcher · priestess · reporter · mother · daughter · female protagonist · unprepared protagonist · hapless protagonist · unreliable child narrator · mutant · orangutan · clergy · boarding school student · dim-witted character
Semantic match: ranked by characterization
Distance: 0.1778
Six archaeologists in remote Greenland face a failing expedition, a distant pandemic, and possible ghosts in their camp.
Why this is here
Characterization labels: graduate students · archaeologists · literature student · team leader · unlikeable characters · neurotic narrator · bereavement · mental health issues · academic pretension · dysfunctional group
Semantic match: ranked by characterization
Distance: 0.1780
