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These books are ranked using the relationships labels extracted for A Time to Change.
Relationships labels used: mother-daughter, siblings, romance, star-crossed love, family loyalty, household community, class tension, romantic sacrifice, intergenerational connection
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
A leap-year baby who ages four times slower hides in plain sight as her family races through a century of history.
Why this is here
Relationships labels: mother-daughter · siblings · family secrecy · caretaking · romantic tension · family duty · love and loss · intergenerational bonds · friendship strain · protective kinship
Semantic match: ranked by relationships
Distance: 0.0955
A young woman in a family of spiritualists is drawn toward science, romance, and a doomed voyage on the Titanic.
Why this is here
Relationships labels: sisters · mother-daughter · sibling bond · romance · engagement · marriage · family loyalty · twin bond · mentor-like attachment · social class divide
Semantic match: ranked by relationships
Distance: 0.1034
After a long hiatus, Hazel’s family tries to survive, rebuild, and stay ahead of deadly enemies in space.
Why this is here
Relationships labels: family · mother-child · found family · romance · star-crossed lovers · sibling bond · parental protection · betrayal · rivalry
Semantic match: ranked by relationships
Distance: 0.1064
A psychiatrist wakes up in her 17-year-old body and must choose between restoring her life and changing a devastating fate.
Why this is here
Relationships labels: marriage · motherhood · parent-child · sibling relationship · family loyalty · romance · husband-wife · love versus duty · interconnected lives · community ties
Semantic match: ranked by relationships
Distance: 0.1094
A fated young couple races across warring planets to stop a tyrant and decide whether destiny can be changed.
Why this is here
Relationships labels: star-crossed lovers · forbidden romance · siblings · family conflict · friendship · romantic tension · political alliance · betrayal · rival factions · found family
Semantic match: ranked by relationships
Distance: 0.1114
A grieving physicist slips into 1977 Brooklyn and must decide how far she’ll go to save her mother.
Why this is here
Relationships labels: mother daughter · sisterhood · family bond · romantic love · first love · estranged aunt · parent child · community ties · family sacrifice · love and betrayal
Semantic match: ranked by relationships
Distance: 0.1128
A sheltered teen follows family secrets and time travel to 12th-century England to save her missing mother.
Why this is here
Relationships labels: mother-daughter · family loyalty · found family · romantic tension · forbidden love · possible love triangle · friendship bond · rival factions
Semantic match: ranked by relationships
Distance: 0.1133
A young Silver noblewoman’s secret diary reveals how she won a prince’s love and became trapped in royal danger.
Why this is here
Relationships labels: star-crossed romance · marriage alliance · mother-son bond · husband-wife · family loyalty · rivalry · courtship · power struggle · friendship
Semantic match: ranked by relationships
Distance: 0.1144
A brief Leon-centered bridge story shows his aftermath after Gaia's escape and leads into the next Birthmarked book.
Why this is here
Relationships labels: star-crossed romance · loyalty · sacrifice · family conflict · parent-child conflict · stepfamily · friendship · protective bond · community ties · romantic yearning · ally network
Semantic match: ranked by relationships
Distance: 0.1163
Connected apocalyptic short stories show the world collapsing from many angles, with continuations from earlier installments.
Why this is here
Relationships labels: parent-child · mother-daughter · family bonds · companionship · marriage · betrayal · forgiveness · community · rival factions · sibling relationship
Semantic match: ranked by relationships
Distance: 0.1164
After a cult exile, a sheltered young woman must carry disease samples across a collapsing America to stop an epidemic.
Why this is here
Relationships labels: sisters · mother-daughter · romantic tension · possible romance · family separation · cult control · trust issues · protective bond · family loyalty
Semantic match: ranked by relationships
Distance: 0.1179
A Ken Liu-curated anthology of translated Chinese SF stories and essays, spanning time travel, AI, history, and haunting what-ifs.
Why this is here
Relationships labels: love story · star-crossed lovers · self-to-self contact · human-machine companionship · parent-child · power hierarchy · community bonds · rivalry · betrayal
Semantic match: ranked by relationships
Distance: 0.1184
