Struct CompetingRisksPredictResult

Source

pub struct CompetingRisksPredictResult {Show 16 fields
    pub times: Vec<f64>,
    pub endpoint_names: Vec<String>,
    pub hazard: Vec<Array2<f64>>,
    pub survival: Vec<Array2<f64>>,
    pub cumulative_hazard: Vec<Array2<f64>>,
    pub cif: Vec<Array2<f64>>,
    pub overall_survival: Array2<f64>,
    pub linear_predictor: Vec<Array1<f64>>,
    pub likelihood_mode: SurvivalLikelihoodMode,
    pub covariance_source: Option<SurvivalPredictionCovarianceMode>,
    pub hazard_se: Option<Vec<Array2<f64>>>,
    pub survival_se: Option<Vec<Array2<f64>>>,
    pub cumulative_hazard_se: Option<Vec<Array2<f64>>>,
    pub cif_se: Option<Vec<Array2<f64>>>,
    pub overall_survival_se: Option<Array2<f64>>,
    pub eta_se: Option<Vec<Array1<f64>>>,
}

Expand description

Joint cause-specific competing-risks prediction result.

Fields§

§times: Vec<f64>§endpoint_names: Vec<String>§hazard: Vec<Array2<f64>>

Cause-specific instantaneous hazards, shaped endpoint x row x time.

§survival: Vec<Array2<f64>>

Endpoint-specific survival surfaces exp(-H_k(t)), endpoint x row x time.

§cumulative_hazard: Vec<Array2<f64>>

Cause-specific cumulative hazards, endpoint x row x time.

§cif: Vec<Array2<f64>>

Aalen-Johansen cumulative incidence, endpoint x row x time.

§overall_survival: Array2<f64>

Overall survival exp(-sum_k H_k(t)), row x time.

§linear_predictor: Vec<Array1<f64>>

Per-endpoint linear predictor at each row’s own exit time, endpoint x row.

§likelihood_mode: SurvivalLikelihoodMode§covariance_source: Option<SurvivalPredictionCovarianceMode>

Exact covariance definition used for posterior standard errors. None means no uncertainty was requested.

§hazard_se: Option<Vec<Array2<f64>>>

Posterior standard deviation of each cause-specific hazard surface.

§survival_se: Option<Vec<Array2<f64>>>

Posterior standard deviation of each endpoint-specific survival surface.

§cumulative_hazard_se: Option<Vec<Array2<f64>>>

Posterior standard deviation of each cause-specific cumulative hazard.

§cif_se: Option<Vec<Array2<f64>>>

Posterior standard deviation of each cause-specific cumulative incidence.

§overall_survival_se: Option<Array2<f64>>

Posterior standard deviation of the all-cause survival surface.

§eta_se: Option<Vec<Array1<f64>>>

Posterior standard deviation of each cause-specific linear predictor.

Implementations§

Source §

impl CompetingRisksPredictResult

Source

pub fn restricted_mean_overall_survival_time( &self, tau: f64, ) -> Option<Array1<f64>>

Per-row restricted mean survival time of the OVERALL (all-cause) survival curve, \int_0^{tau} S_overall_i(t) dt. For competing risks the relevant restricted-mean summary is taken on the all-cause survival exp(-sum_k H_k(t)); cause-specific restricted-mean-time-lost is tau - RMST partitioned by CIF and is left to the CIF surface directly.

Auto Trait Implementations§

§

impl UnwindSafe for CompetingRisksPredictResult

Blanket Implementations§

Source §

impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,

Source §

impl<T> Any for T
where T: 'static + ?Sized,

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

impl<T> Borrow<T> for T
where T: ?Sized,

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source §

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

Source §

impl<T> ByRef<T> for T

Source §

fn by_ref(&self) -> &T

Source §

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

Source §

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source §

impl<T> DistributionExt for T
where T: ?Sized,

Source §

fn rand<T>(&self, rng: &mut (impl Rng + ?Sized)) -> T
where Self: Distribution<T>,

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T, U> Imply<T> for U
where T: ?Sized, U: ?Sized,

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §