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These books are ranked using the relationships labels extracted for The Leap Year Gene of Kit McKinley.
Relationships labels used: mother-daughter, siblings, family secrecy, caretaking, romantic tension, family duty, love and loss, intergenerational bonds, friendship strain, protective kinship
This does not mean the books share the same plot, setting, quality, or difficulty. It means their relationships embeddings are close.
An autistic teen races to secure her family a place on a generation ship as a comet brings the end of the world.
Why this is here
Relationships labels: mother-daughter conflict · sibling bond · sister relationship · family loyalty · found family · survival alliances · caretaking burden · trust under pressure
Semantic match: ranked by relationships
Distance: 0.0844
A thirteen-year-old girl crosses a ruined Sicily to save her brother in a world where adulthood is a death sentence.
Why this is here
Relationships labels: sibling bond · mother-daughter bond · parental loss · protective caretaking · community breakdown · friendship
Semantic match: ranked by relationships
Distance: 0.0928
A grieving history lover slips between 2013 and 1913 inside a magical manor, trying to save its family and its future.
Why this is here
Relationships labels: mother-daughter · siblings · romance · star-crossed love · family loyalty · household community · class tension · romantic sacrifice · intergenerational connection
Semantic match: ranked by relationships
Distance: 0.0955
A mother and son survive a post-nuclear collapse in rural Wales by rebuilding life, language, and trust.
Why this is here
Relationships labels: mother-son bond · parent-child dependence · family unit · protective caregiving · shared secrets · intergenerational tension · sibling care · mutual reliance · emotional closeness
Semantic match: ranked by relationships
Distance: 0.0961
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: 0.0978
A time-traveling pair is sent to 1903 to protect history, but Einstein’s family makes the mission far more complicated.
Why this is here
Relationships labels: siblings · parent-child · mother-daughter · family protection · marriage · spousal tension · power imbalance · secrecy · trust
Semantic match: ranked by relationships
Distance: 0.0982
After a doomsday-obsessed mother vanishes, her triplet daughters uncover a guide that sends them searching for the truth.
Why this is here
Relationships labels: mother-daughter bond · sisterhood · family trauma · parent-child estrangement · marriage strain · betrayal · father-daughter relationship · sibling solidarity · family reunion · trust issues · caregiving · friendship
Semantic match: ranked by relationships
Distance: 0.0999
In a world where touch carries memory, a cleaner and two sisters face a choice between erasing pain and keeping it.
Why this is here
Relationships labels: sisters · sibling bond · family memory · romantic breakup · ex-partner · parent-child · shared history · protective secrecy · caregiver labor
Semantic match: ranked by relationships
Distance: 0.1011
A wildly unsettling short-story collection where body horror, apocalypse, grief, and dark humor keep mutating shape.
Why this is here
Relationships labels: siblings · brothers · family strain · betrayal · caregiver bond · romantic tension · marriage · parent-child · abusive family · community conflict
Semantic match: ranked by relationships
Distance: 0.1013
In near-future Britain, three lives cross amid climate collapse, rural abandonment, and a chorus of feral cows.
Why this is here
Relationships labels: parent child · mother son · mother daughter · found family · companionship · friendship · romantic relationship · community bonds · prisoner visitation · family separation · care relationship · protective bond · intergenerational connection · betrayal
Semantic match: ranked by relationships
Distance: 0.1024
Two sisters with time-bending powers race through possible realities as grief, family trauma, and fate collide.
Why this is here
Relationships labels: sibling bond · sisterhood · family conflict · parent-child conflict · caretaking · love-hate relationship · protective sister
Semantic match: ranked by relationships
Distance: 0.1029
Years after Bird Box, Malorie must choose between rigid survival rules and a risky search for hope.
Why this is here
Relationships labels: mother child · family bond · parent teen conflict · protective parenting · sibling bond · generational tension · lost relatives · community trust · stranger danger
Semantic match: ranked by relationships
Distance: 0.1047
