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Combine common axes
These books are ranked using the plot structure labels extracted for Dr.STONE 2.
Plot structure labels used: rising stakes, race against time, flashback interlude, parallel pursuit, mystery escalation, interrupted investigation, series setup, prologue transition
Focused on “series callbacks” 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 Chinese American girl hides behind a male avatar to compete in a VR esports tournament while facing doxxing and family pressure.
Why this is here
Plot structure labels: rising stakes · tournament rounds · competition arc · identity reveal · race against time · mystery threat · twist reveal · fast paced
Semantic match: ranked by plot structure
Distance: 0.1290
A Sigma Force mission uncovers buried artifacts, hidden history, and a science-fueled catastrophe threatening the U.S.
Why this is here
Plot structure labels: multiple plotlines · race against time · cross-country chase · intercut investigation · escalating catastrophe · conspiracy reveal · cliffhanger ending · series callbacks · dual-team structure · information dumps
Semantic match: ranked by plot structure
Distance: 0.1596
A Yellowstone ranger and a CDC scientist race to stop a bomb-triggered viral outbreak that could become a national catastrophe.
Why this is here
Plot structure labels: historical prologue · dual timeline · flashback opening · race against clock · chase-driven · twists and turns · multiple viewpoints · action-forward · cliffhanger ending · series setup · forward-and-back time jumps · parallel investigation
Semantic match: ranked by plot structure
Distance: 0.1361
In a collapsing Scadrial, Wax, Wayne, Marasi, and Steris race to stop a deadly plot while Cosmere forces intrude.
Why this is here
Plot structure labels: time jump · fast-paced · action-driven · mystery setup · race against time · multiple reveals · epilogues · setup and payoff · escalation · bittersweet ending · linear rise
Semantic match: ranked by plot structure
Distance: 0.1399
Joe Ledger and his team race to stop a terror weapon that triggers earthquakes, madness, and an end-of-the-world plot.
Why this is here
Plot structure labels: escalating stakes · multi-timeline · flashbacks · time jumps · intercut action · mystery reveal · midpoint action sequence · epilogue · series finale · callback-heavy
Semantic match: ranked by plot structure
Distance: 0.1400
An EMP strands a college freshman in Chicago, forcing her to flee chaos while protecting a young girl and finding family.
Why this is here
Plot structure labels: race against time · immediate aftermath · multi-perspective · intercut storylines · series setup · survival journey · fast escalation
Semantic match: ranked by plot structure
Distance: 0.1471
A resourceful young woman from a trash-city joins a reality contest for a seat on humanity’s first manned Mars mission.
Why this is here
Plot structure labels: competition arc · underdog rise · quest structure · rising stakes · twists and sabotage · race against time · episodic challenges
Semantic match: ranked by plot structure
Distance: 0.1473
Two teen time travelers board Henry Hudson’s ship in 1611, where a mutiny and shifting history threaten everything.
Why this is here
Plot structure labels: series continuation · race against time · high-stakes escalation · twists and turns · multiple timelines · parallel realities · withheld information · time split · episodic adventure
Semantic match: ranked by plot structure
Distance: 0.1504
A corrupted anti-life virus turns the DC world into a zombie apocalypse, forcing heroes and villains to fight for survival.
Why this is here
Plot structure labels: race against time · ensemble juggling · multiple storylines · parallel plotlines · survival quest · distress call setup · quest for a cure · escalating catastrophe · high-stakes journey · limited-series arc · sequel spin-off · compressed pacing · cliffhanger teases · twists and turns
Semantic match: ranked by plot structure
Distance: 0.1512
A snarky psychokinetic government operative has 24 hours to clear her name after a murder points straight at her.
Why this is here
Plot structure labels: race against time · murder mystery · quest for culprit · twists and reveals · opening set-piece · alternating POVs · action-first pacing · cliffhanger ending · series setup · information reveals over time
Semantic match: ranked by plot structure
Distance: 0.1527
Monster hunters converge in Las Vegas for a conference, then a nightmare-fueled creature turns the meetup into a citywide siege.
Why this is here
Plot structure labels: race against time · ensemble convergence · single-location pressure cooker · setup then escalation · multi-layered reveal · bridge book · series arc advancement · cliffhanger
Semantic match: ranked by plot structure
Distance: 0.1545
In an alternate New York, three kids race to solve a century-old cipher and save their home from demolition.
Why this is here
Plot structure labels: clue trail · race against time · multiple clues · series cliffhanger · open ending · chapter alternation · slow build · twist reveals
Semantic match: ranked by plot structure
Distance: 0.1556
