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These books are ranked using the setting labels extracted for The Last Girl.
Setting labels used: near future, post apocalyptic, dystopian, research compound, prison like facility, militarized compound, collapsed society, worldwide epidemic
This does not mean the books share the same plot, setting, quality, or difficulty. It means their setting embeddings are close.
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
Setting labels: near future · post-apocalyptic world · walled compound · isolated encampment · destroyed towns · research facility · school · compound society
Semantic match: ranked by setting
Distance: 0.0935
Captured by a brutal facility, a young woman is trained for a weaponized Alpha and survival turns into dangerous intimacy.
Why this is here
Setting labels: post-apocalyptic future · dystopian world · research facility · medical facility · prison setting · underground facility · isolated compound · ruined world · deadlands · zombie apocalypse
Semantic match: ranked by setting
Distance: 0.0979
In a collapsing near-future, a human-parasite hybrid fights quarantine, factions, and identity to bring her family home.
Why this is here
Setting labels: post-apocalyptic world · near future · medical-tech future · outbreak setting · quarantine · military compound · safe zone · city collapse · society in collapse · bioengineered reality
Semantic match: ranked by setting
Distance: 0.1115
In a dystopian future, a rebel group races to stop an AI apocalypse as new allies, betrayals, and sacrifice reshape everything.
Why this is here
Setting labels: dystopian future · futuristic prison · laboratory · AI-controlled world · post-apocalyptic future · digital world · near-future · oppressive society
Semantic match: ranked by setting
Distance: 0.1182
A near-future trilogy of biotech collapse, plague, and survival told through intertwined timelines and perspectives.
Why this is here
Setting labels: near future · post-apocalyptic world · dystopian future · corporate compounds · pleeblands · biotech society · environmental collapse · plague aftermath · scientific dystopia · recognizable world
Semantic match: ranked by setting
Distance: 0.1203
A deadly girl in a collapsing dystopia is pulled into a weaponized power struggle, forbidden romance, and rebellion.
Why this is here
Setting labels: dystopian world · post-apocalyptic · collapsed environment · government regime · prison cell · asylum · confinement · futuristic · superpowered world
Semantic match: ranked by setting
Distance: 0.1217
A teen on death row in an AI-run prison must survive a world collapse and escape before the system kills him.
Why this is here
Setting labels: dystopian future · high-tech prison · juvenile detention facility · isolated prison complex · AI-governed society · world government · post-apocalyptic world · train tunnels · outside-world chaos · closed system
Semantic match: ranked by setting
Distance: 0.1218
A short companion prequel following Michael as he watches Callie and glimpses the dangerous world of Starters.
Why this is here
Setting labels: dystopian future · post-apocalyptic world · street survival · abandoned building · class-divided society · collapsed adult population
Semantic match: ranked by setting
Distance: 0.1259
A captive girl with a lethal touch is pulled into a violent regime, a resistance, and a dangerous love triangle.
Why this is here
Setting labels: dystopian future · military regime · isolated cell · asylum · rebellion base · oppressive society · post-collapse world
Semantic match: ranked by setting
Distance: 0.1262
A boy trapped in a sentient prison and a girl bound by court politics discover a key that links their worlds.
Why this is here
Setting labels: future dystopia · sealed prison · inside/outside worlds · quasi-medieval society · historical reenactment · technological restriction · futuristic prison · living world
Semantic match: ranked by setting
Distance: 0.1283
Two siblings are seized by a new regime and discover magical powers that could help them escape and fight back.
Why this is here
Setting labels: dystopian future · totalitarian society · prison setting · futuristic world · secret prison · post-takeover society · alternate reality
Semantic match: ranked by setting
Distance: 0.1295
Six strangers wake in a bunker after a world-ending event and must solve a survival experiment with hidden motives.
Why this is here
Setting labels: underground facility · bunker · research facility · post-apocalyptic world · toxic atmosphere · island · future earth · near-extinction future · dystopian world
Semantic match: ranked by setting
Distance: 0.1297
