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Combine common axes
These books are ranked using the setting labels extracted for Outbreak.
Setting labels used: Atlanta, CDC, United States, hospital setting, clinic setting, laboratory setting, 1980s, postmodern medical system, epidemic setting, aero/road travel
Focused on “Iceland” 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 federal investigation turns into a relentless chase when a DNA-targeted bioweapon and hired killers threaten thousands.
Why this is here
Setting labels: CDC · Atlanta · southern US · government agencies · medical research setting · contemporary setting · military base
Semantic match: ranked by setting
Distance: 0.1773
A doctor-to-be and his friends race to stop a strange virus that turns people into something not quite human.
Why this is here
Setting labels: contemporary setting · college town · hospital setting · American town · global outbreak · late 1990s
Semantic match: ranked by setting
Distance: 0.2111
In post-COVID Seattle, a public health officer races to stop a deadly outbreak with an untested vaccine.
Why this is here
Setting labels: Seattle · Iceland · post-pandemic · post-COVID · near future · public health setting · hospital setting · Bible camp · pharmaceutical setting · epidemic setting
Semantic match: ranked by setting
Distance: 0.2559
A hospital psychologist and a neurologist probe near-death experiences, only to uncover a mystery that grows far stranger and deeper.
Why this is here
Setting labels: hospital setting · Denver · late 1990s · medical environment · lab setting
Semantic match: ranked by setting
Distance: 0.2296
During a rabies-like outbreak in Massachusetts, a pregnant woman and her doctor friend race through quarantine to reach care.
Why this is here
Setting labels: Massachusetts · New England · hospital setting · quarantine setting · curfew setting · urban/suburban survival · post apocalyptic landscape · pandemic setting · contemporary setting · United States
Semantic match: ranked by setting
Distance: 0.2360
A coma-awakened man searches for his family in a zombie-ravaged world where survival tests every bond.
Why this is here
Setting labels: post-apocalyptic · zombie outbreak · collapsed society · abandoned hospital · road journey · camp · farm · prison · winter setting · Atlanta area · black-and-white world
Semantic match: ranked by setting
Distance: 0.2444
A sick teen in a post-pandemic military town uncovers a dangerous secret as several mysterious boys orbit her life.
Why this is here
Setting labels: post-pandemic future · military base · small-town facade · quarantine zone · high school setting · medical setting · controlled community · United States
Semantic match: ranked by setting
Distance: 0.2447
A fertility doctor secretly engineers a genius child, then watches his experiment grow into a terrifying threat.
Why this is here
Setting labels: medical setting · laboratory setting · hospital setting · fertility clinic · biotech research · late 20th century · contemporary to publication · scientific realism
Semantic match: ranked by setting
Distance: 0.2482
A bored FDA worker is pulled into a kidnapping and a conspiracy where time can be extracted, traded, and stolen.
Why this is here
Setting labels: United States · Maryland · FDA · hospital setting · bureaucratic workplace · contemporary setting
Semantic match: ranked by setting
Distance: 0.2520
A coma-awakened cop must navigate a zombie-ravaged world and find his family as society collapses.
Why this is here
Setting labels: post-apocalyptic world · small-town America · hospital setting · Atlanta · outskirts of cities · collapsed society · zombie outbreak · lawless world · black and white visual world
Semantic match: ranked by setting
Distance: 0.2527
An experimental brain surgery meant to stop violent seizures instead turns one patient into a deadly threat.
Why this is here
Setting labels: University Hospital · Los Angeles · hospital · research facility · medical laboratory · 1970s · early 1970s · retro technology · cold clinical setting · urban setting
Semantic match: ranked by setting
Distance: 0.2551
A dispatcher is pulled into a Chicago web of billionaires, crypto, and murder when a friend lands in the ER.
Why this is here
Setting labels: alternate present · near future · Chicago · hospital setting · emergency room · critical care unit · post-pandemic · speculative reality · urban setting
Semantic match: ranked by setting
Distance: 0.2566
