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Combine common axes
These books are ranked using the plot structure labels extracted for The Choice.
Plot structure labels used: prequel vignette, teaser story, open ending, cliffhanger, short-form setup, build-up, withheld backstory, interlocking perspectives
Focused on “open ending” 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 Luxen boy and a human girl fall hard in a secret, forbidden romance that threatens both their families and future.
Why this is here
Plot structure labels: prequel · backstory reveal · mixed POVs · cliffhanger ending · open ending · short-form pacing · fast read
Semantic match: ranked by plot structure
Distance: 0.0901
A trainee anchor’s thesis on time-bending collides with a failed exam, a grudged professor, and a stranger named Peri.
Why this is here
Plot structure labels: prequel · teaser · setup story · cliffhanger · open ending · partial backstory · introductory reveal · action-driven · fast-paced · limited scope
Semantic match: ranked by plot structure
Distance: 0.0941
A newly assigned starship and its captain are introduced amid a collapsed empire and rising chaos in Federation space.
Why this is here
Plot structure labels: prologue style · serialized setup · cliffhanger ending · multiple time jumps · framed as backstory · origin stories · episodic sections · interconnected novellas · open ending · delayed main plot
Semantic match: ranked by plot structure
Distance: 0.1150
A short companion novella follows Prince Maxon before the Selection, revealing his nerves, duty, and first reactions to the girls.
Why this is here
Plot structure labels: prequel · retelling · overlap · scene replay · setup first · partial backstory · teaser ending · limited new plot
Semantic match: ranked by plot structure
Distance: 0.0972
An Imperial TIE fighter squadron faces wartime missions, divided loyalties, and the end of an era.
Why this is here
Plot structure labels: vignettes · flashbacks · fragmented backstory · mission episodes · short arc · cliffhanger ending · open ending · rushed ending · setup heavy · self-contained side story
Semantic match: ranked by plot structure
Distance: 0.1272
A pre-Dune prequel follows Duke Leto, Jessica, and Paul as politics, loyalty, and danger tighten around Caladan.
Why this is here
Plot structure labels: multiple plotlines · interwoven threads · foreshadowing · setup-heavy · cliffhanger ending · open ending · part one · slow build
Semantic match: ranked by plot structure
Distance: 0.1283
A teen who returns from death with visions of how people die is hunted while uncovering a wider world of EOs.
Why this is here
Plot structure labels: origin story · retelling · interquel · flashbacks · cliffhanger ending · open ending · short installment · dual storylines · backstory recap · setup for sequel
Semantic match: ranked by plot structure
Distance: 0.1305
In a near-future city where everyone stays indoors, one man’s evening walk becomes a suspicious act.
Why this is here
Plot structure labels: brief setup · single incident · escalating suspicion · cliffhanger ending · open ending · ambiguous ending · twist ending · compressed narrative
Semantic match: ranked by plot structure
Distance: 0.1332
A witty prequel about how Dr. Bairstow secured funding and assembled the team that would become St. Mary's.
Why this is here
Plot structure labels: prequel · origin story · scene setter · setup first · roll call · backstory reveal · questions left unanswered · short contained arc · ends on arrival · teaser ending · flashback framing
Semantic match: ranked by plot structure
Distance: 0.1062
A short prequel comic follows teenage Ellie’s first steps beyond the walls as she befriends Riley and meets the Fireflies.
Why this is here
Plot structure labels: prequel · origin story · backstory reveal · set-up · short form · minimal exposition
Semantic match: ranked by plot structure
Distance: 0.1088
Scientists in Antarctica uncover an ancient under-ice secret that triggers a deadly evolutionary horror.
Why this is here
Plot structure labels: slow build · info-dump heavy · multiple POVs · chapter cliffhangers · mystery reveal · second-half escalation · action climax · open ending · series setup · prologue framing
Semantic match: ranked by plot structure
Distance: 0.1418
A near-future pandemic makes survivors blissfully content, sparking a battle over happiness, power, and control.
Why this is here
Plot structure labels: multiple POVs · alternating perspectives · interwoven storylines · crossing plotlines · cliffhanger ending · open ending · unresolved ending · slow build · part one setup · twisty
Semantic match: ranked by plot structure
Distance: 0.1421
