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These books are ranked using the setting labels extracted for Influx.
Setting labels used: near future, contemporary future, high-tech prison, secret facility, shadow government, United States, underground cells, covert research complex
Focused on “correctional program” 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.
A wrongly convicted man chooses a secret one-year program over prison, only to enter a torture-driven transformation.
Why this is here
Setting labels: near future · experimental facility · prison system · secret government program · medical/treatment facility · correctional program · claustrophobic setting
Semantic match: ranked by setting
Distance: 0.1485
A betrayed heroine fights a corrupt corporation, battles trust issues, and risks everything to win back love and freedom.
Why this is here
Setting labels: near-future · dystopian society · corporate regime · underground prison · high-tech surveillance · Australia (source publication) · global scope · futuristic city
Semantic match: ranked by setting
Distance: 0.1324
A failed escape lands a teen prisoner in a grotesque transformation into the monster he fears most.
Why this is here
Setting labels: underground prison · futuristic prison · secret laboratory · present day · modern time · dystopian facility · underworld setting · prison hospital · military experiment site · unknown location
Semantic match: ranked by setting
Distance: 0.1497
In a surveillance-driven near future, a determined teen uses a powerful heir to try to rescue her vanished father.
Why this is here
Setting labels: near future · dystopian society · Washington DC area · corporate-controlled world · surveillance technology · rehabilitation camps · underground prisons
Semantic match: ranked by setting
Distance: 0.1502
In a dystopian off-world prison, noncompliant women uncover the system behind their captivity and spark rebellion.
Why this is here
Setting labels: near future · off-world prison · penal colony · dystopian future · patriarchal society · Earth · space colony · separate trans facility · alternate reality · fascist future
Semantic match: ranked by setting
Distance: 0.1554
A framed teen is sent to a hellish underground prison and must survive long enough to find a way out.
Why this is here
Setting labels: underground prison · futuristic society · dystopian future · confinement · claustrophobic setting · maximum security prison · nightmare prison · isolated setting
Semantic match: ranked by setting
Distance: 0.1617
A persecuted teen on the run from a genetic purge is separated from her friends and must choose between survival, rebellion, and love.
Why this is here
Setting labels: dystopian future · USA · Mexico border · underground camp · resistance cell · detention camp · government surveillance · fictional near-future
Semantic match: ranked by setting
Distance: 0.1665
Women deemed “noncompliant” are exiled to a prison planet, where inmates resist an oppressive patriarchy.
Why this is here
Setting labels: Near-future · Off-world prison · Patriarchal dystopia · Earth · Penal colony · Future society · Alternate reality
Semantic match: ranked by setting
Distance: 0.1675
A loyal teen guard on a corporate space prison must survive a hostage crisis, alien attack, and a collapse in everything she believed.
Why this is here
Setting labels: space station · space prison · corporate dystopia · solar system · near-future · isolated setting · high-security facility
Semantic match: ranked by setting
Distance: 0.1687
A war-era poet is sent to a secret prison camp where a drug makes inmates brilliant, then kills them.
Why this is here
Setting labels: alternate 1970s · underground facility · secret camp · military prison · research facility · wartime America · near future · world war
Semantic match: ranked by setting
Distance: 0.1709
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: 0.1723
A covert experimenter’s work turns personal when a hidden government weapon starts haunting his grieving daughter.
Why this is here
Setting labels: secret underground facility · laboratory · padded cells · sensory deprivation chamber · covert government site · contemporary setting · paranoia-driven workplace · home setting · surveillance culture · high-security institution
Semantic match: ranked by setting
Distance: 0.1736
