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Combine common axes
These books are ranked using the premise + setting labels extracted for Outbreak. Books rank higher when they are close on every selected axis.
Premise labels used: epidemic investigation, virus outbreak, medical conspiracy, CDC investigation, biosecurity threat, murder mystery, deliberate infection, healthcare corruption
Setting labels used: Atlanta, CDC, United States, hospital setting, clinic setting, laboratory setting, 1980s, postmodern medical system, epidemic setting, aero/road travel
This does not mean the books share the same plot, setting, quality, or difficulty. It means their premise + setting embeddings are close.
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
Premise labels: alien invasion · virus outbreak · medical crisis · covert contagion · collective consciousness · environmental agenda
Setting labels: contemporary setting · college town · hospital setting · American town · global outbreak · late 1990s
Semantic match: ranked by premise + setting
Distance: 0.2017
A federal investigation turns into a relentless chase when a DNA-targeted bioweapon and hired killers threaten thousands.
Why this is here
Premise labels: bioterrorism · genetic targeting · designer virus · biological warfare · assassins · cat-and-mouse chase
Setting labels: CDC · Atlanta · southern US · government agencies · medical research setting · contemporary setting · military base
Semantic match: ranked by premise + setting
Distance: 0.2106
During a rabies-like outbreak in Massachusetts, a pregnant woman and her doctor friend race through quarantine to reach care.
Why this is here
Premise labels: viral outbreak · infection spread · race against time · pregnancy crisis · medical urgency · survival journey · hospital quest
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 premise + setting
Distance: 0.2162
In post-COVID Seattle, a public health officer races to stop a deadly outbreak with an untested vaccine.
Why this is here
Premise labels: outbreak thriller · vaccine rollout · public health crisis · epidemic response · medical conspiracy · contaminated vaccine · anti-vaccine conflict · experimental medicine
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 premise + setting
Distance: 0.2171
A CDC epidemiologist and an amnesiac man race to stop a fast-moving outbreak tied to a hidden global conspiracy.
Why this is here
Premise labels: global outbreak · viral apocalypse · medical crisis · pandemic investigation · conspiracy mystery · amnesia mystery · scientific experiment · humanity at risk · race for cure · world control
Setting labels: contemporary · global · Kenya · Berlin · Atlanta · Arctic Ocean · medical field · CDC · WHO · international · apocalypse present-day · Africa · Europe
Semantic match: ranked by premise + setting
Distance: 0.2180
A New York medical examiner uncovers a deadly bioterror plot involving anthrax, extremists, and a vengeful immigrant.
Why this is here
Premise labels: bioterrorism · bioweapon attack · medical investigation · mysterious deaths · terror plot · forensic investigation · revenge plot · extremist alliance
Setting labels: New York City · 1990s · post-Soviet · urban · medical examiner setting · laboratory setting · clinical setting · bioweapons research · Soviet Union
Semantic match: ranked by premise + setting
Distance: 0.2246
A sick teen in a post-pandemic military town uncovers a dangerous secret as several mysterious boys orbit her life.
Why this is here
Premise labels: post-pandemic world · quarantine community · hidden conspiracy · chronically ill heroine · multiple suitors · secretive base · government control · mystery illness
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 premise + setting
Distance: 0.2292
A CDC pathologist investigates bizarre deaths in New York and uncovers a bioterror plot tied to a deadly engineered virus.
Why this is here
Premise labels: bioterrorism · weaponized pathogen · outbreak investigation · government task force · biohazard threat
Setting labels: New York City · Atlanta · Washington DC · subway tunnels · present day · late 1990s · urban outbreak
Semantic match: ranked by premise + setting
Distance: 0.2318
A U.S. Army platoon is recalled to Manhattan to contain a rabies-like plague and fight their way toward a possible cure.
Why this is here
Premise labels: virus outbreak · military recall · city lockdown · hospital defense · cure mission · survival mission · civilian protection · quarantine breakdown · outbreak containment
Setting labels: New York City · Manhattan · United States · wartime homefront · apocalypse · pandemic outbreak · urban collapse · hospital setting · research facility · Iraq · Middle East · military base
Semantic match: ranked by premise + setting
Distance: 0.2371
An epidemiologist races to contain a deadly new virus as it spreads worldwide, threatening families, governments, and civilization.
Why this is here
Premise labels: pandemic outbreak · virus investigation · containment race · global crisis · biothreat · quarantine response · cure search · civilization collapse
Setting labels: global setting · Indonesia · Mecca · Saudi Arabia · Atlanta · United States · Washington · Geneva · refugee camp · internment camp · quarantine · pandemic future · contemporary setting · international crisis
Semantic match: ranked by premise + setting
Distance: 0.2387
A military team and a scientist race to contain a fast-moving virus that turns the living and dead into killers.
Why this is here
Premise labels: viral outbreak · zombie apocalypse · global pandemic · containment failure · state collapse · dual infection state · whistleblower leak · cure hunt · military response · survival struggle
Setting labels: Africa · United States · Middle East · global scale · military base · refugee camp · laboratory · airport · sea transport · post-collapse world · contemporary setting
Semantic match: ranked by premise + setting
Distance: 0.2403
A brilliant young scientist in a virus-ravaged compound falls for an infected survivor while questioning the system she serves.
Why this is here
Premise labels: deadly virus · survivor powers · government research facility · vaccine search · ethical conflict · forbidden romance · infected detention · medical crisis
Setting labels: post-pandemic world · government-controlled compound · research facility · near future · United States · lockdown society · curfews · border controls · quarantine
Semantic match: ranked by premise + setting
Distance: 0.2430
