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These books are ranked using the setting labels extracted for The Beauty of the End.
Setting labels used: alternate reality, early 21st century, United States, Pennsylvania, government agency, medical research setting, global crisis
Focused on “dystopian future” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
In a world where two souls share one body, a hidden girl must risk everything for a chance to move and live openly.
Why this is here
Setting labels: alternate reality · dystopian future · government clinic · hospital setting · school setting · institutional setting · near-future America
Semantic match: ranked by setting
Distance: 0.1804
In a near-future AI-run world, a medical student uncovers family secrets and a deadly medical mystery in New Orleans.
Why this is here
Setting labels: near future · dystopian future · New Orleans · New York City · AI-controlled society · medical enclave · university hospital · medical school · alternate healthcare system
Semantic match: ranked by setting
Distance: 0.2161
A fragmented sci-fi horror tale follows a worldwide surge of violent misogyny, ending in a chilling alien explanation.
Why this is here
Setting labels: dystopian future · global crisis · worldwide collapse · laboratory setting · Mexico · United States · apocalyptic Earth
Semantic match: ranked by setting
Distance: 0.2199
A grief-stricken investigator uses a VR archive of destroyed Pittsburgh to solve a murder that may erase the past itself.
Why this is here
Setting labels: near-future · post-apocalyptic · dystopian future · Pittsburgh · Washington D.C. · future America · virtual reality · augmented reality · brain-implant tech · media-saturated world
Semantic match: ranked by setting
Distance: 0.2222
After a plague kills every male mammal on Earth, one young man and his monkey must survive a fractured world.
Why this is here
Setting labels: post-apocalyptic Earth · global crisis · United States · Washington DC · San Francisco · Australia · international setting · alternate reality
Semantic match: ranked by setting
Distance: 0.1955
A satirical dystopia follows a violent American revolution that splits society into separate nations by identity.
Why this is here
Setting labels: near future · United States · alternate society · dystopian future · internet age
Semantic match: ranked by setting
Distance: 0.2273
A scientist races to stop a deadly virus by mutating it into compassion—until kindness becomes its own danger.
Why this is here
Setting labels: near future · alternate reality · global setting · China · United Kingdom · research laboratory · political sphere
Semantic match: ranked by setting
Distance: 0.1983
A chaotic near-future satire sends a drugged president, a brainy mentor, and a cult-filled campaign chasing reality itself.
Why this is here
Setting labels: mid-21st century · contemporary politics · near future · political campaign · presidential debate · United States · surreal reality · cosmic scale · apocalyptic world
Semantic match: ranked by setting
Distance: 0.1999
A government agent is genetically upgraded against his will and must stop a plan to alter humanity itself.
Why this is here
Setting labels: near future · mid-21st century · dystopian future · post-famine world · climate change · flooded cities · surveillance state · Washington DC · New York City · global crisis · post-apocalyptic
Semantic match: ranked by setting
Distance: 0.2313
An Army officer narrates a near-future collapse sparked by pandemic and climate disaster while trying to get his troops home.
Why this is here
Setting labels: near future · United States · Middle East · Iran · global setting · pandemic era · climate crisis · wartime logistics
Semantic match: ranked by setting
Distance: 0.2030
A terminally ill editor chooses cryogenic suspension, then wakes into a bleak future where survival has a dangerous price.
Why this is here
Setting labels: near future · hospital setting · medical facility · scientific facility · dystopian future · 1970s future · 1990s future · 2020s future · alternative future · surveillance society
Semantic match: ranked by setting
Distance: 0.2332
A satirical multiverse trilogy where shifting realities, sex, politics, and quantum ideas collide in a wildly fractured world.
Why this is here
Setting labels: alternate universe · parallel universes · multiverse · future America · contemporary America · global politics · science fictional reality
Semantic match: ranked by setting
Distance: 0.2072
