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These books are ranked using the plot structure labels extracted for Advent.
Plot structure labels used: origin story, power progression, survival arc, tutorial phase, clause of mystery, slow reveal, open ending, series setup, cliffhanger ending, interlude side stories, multi-stage escalation
Focused on “series setup” where exact label matches exist.
This does not mean the books share the same plot, setting, quality, or difficulty. It means their plot structure embeddings are close.
A 16-year-old prepper-in-training survives a zombie outbreak and the worse danger of ruthless living survivors.
Why this is here
Plot structure labels: origin story · apocalypse onset · flashback structure · survival progression · training arc · questing/scavenging · faction conflict · cliffhanger ending · series setup
Semantic match: ranked by plot structure
Distance: 0.0900
A fearless outcast girl in a militarized border town uses her inherited abilities, boxing, and a saintly alter ego to fight injustice.
Why this is here
Plot structure labels: origin story · multi-stage life span · slow build · training arc · revenge arc · vigilante arc · open ending · series setup · prologue-heavy · coming-of-age arc
Semantic match: ranked by plot structure
Distance: 0.0983
A boy at a fake science camp discovers reality-bending powers and gets pulled into a secret war over them.
Why this is here
Plot structure labels: origin story · series setup · cliffhanger ending · slow-burn opening · fast-paced middle · twists and turns · double crosses · mystery reveal · quest structure · setup-heavy
Semantic match: ranked by plot structure
Distance: 0.1010
A grieving man discovers time travel and races to save his vanished sister before the past runs out on him.
Why this is here
Plot structure labels: origin story · series starter · quest narrative · multiple attempts · rule learning · flashbacks · past and present timeline · twist ending · open ending · epilogue setup
Semantic match: ranked by plot structure
Distance: 0.0818
A dying man awakens with uncanny mental powers after an MRI accident and is pulled into a global battle with terrorists and secrets.
Why this is here
Plot structure labels: origin story · escalating threats · cross-genre turn · multiple reveals · global chase · cliffhanger ending · series setup · quest structure · race against time · twist-driven
Semantic match: ranked by plot structure
Distance: 0.1134
Three unlikely kids must light ancient beacons across five worlds before invasion and extinction claim them all.
Why this is here
Plot structure labels: series setup · quest narrative · multiple reveals · cliffhanger ending · big twist · slow build · info-dense · backstory drip · first volume setup · interlocking backstories
Semantic match: ranked by plot structure
Distance: 0.1149
A 13-year-old girl in a salt-harvesting desert society answers a forbidden calling that changes her family and world.
Why this is here
Plot structure labels: origin story · prequel setup · standalone with series context · quiet build · coming-of-age arc · transformation arc · open ending · series setup
Semantic match: ranked by plot structure
Distance: 0.1154
An anthropology professor hunts a vanished father’s clues to a hidden alien bridge while a cult races him to it.
Why this is here
Plot structure labels: series setup · quest narrative · clue trail · twist-driven · multiple reveals · set-up ending · partial conclusion · cliffhanger ending · parted structure
Semantic match: ranked by plot structure
Distance: 0.1174
Six teens uncover their parents' deadly secret and go on the run, forming a rebellious superhero team.
Why this is here
Plot structure labels: origin story · complete arc · self-contained · mystery reveal · twist ending · serial build · ensemble escalation · multiple turns
Semantic match: ranked by plot structure
Distance: 0.0876
An elite military team in fortress Britain races across a zombie-ravaged world to uncover a cure and survive.
Why this is here
Plot structure labels: series setup · cliffhanger ending · episodic arc · mission-based · multiple missions · rising threat · new variant reveal · abrupt ending · slow build · setup volume · transition to sequel · intercut POVs · info dump · flashbacks
Semantic match: ranked by plot structure
Distance: 0.1180
In an alternate WWII, teen girls are drafted into combat and must survive training, prejudice, and battle.
Why this is here
Plot structure labels: training arc · battle arc · slow build · split structure · multiple POV · mission progression · series setup · cliffhanger ending · open ending · mystery narrator · wartime escalation
Semantic match: ranked by plot structure
Distance: 0.1188
A climber boy in a tiered refuge world uncovers a hidden book that exposes the secret instability of his society.
Why this is here
Plot structure labels: cliffhanger ending · series setup · slow reveal · quest structure · discovery-driven · multiple revelations · escalating collapse · worldbuilding documents · part one ending
Semantic match: ranked by plot structure
Distance: 0.1191
