Module base 

Structs

CauseSpecificRoystonParmarBlock

CauseSpecificRoystonParmarFamily

Cause-specific competing-risks survival as a blockwise custom family.

CompetingRisksCifResult

CrudeRiskResult

OffsetChannelCurvatures

Per-observation Hessians of the unpenalized survival NLL with respect to additive offset channels in (entry, exit, derivative) order.

OffsetChannelResiduals

Per-observation gradients of the unpenalized survival NLL with respect to each additive offset channel, at a given β. See WorkingModelSurvival::offset_channel_residuals for the algebra.

PenaltyBlock

PenaltyBlocks

SurvivalBaselineOffsets

SurvivalEngineInputs

SurvivalMonotonicityPenalty

SurvivalTimeCovarInputs

WorkingModelSurvival

Enums

SurvivalError

SurvivalSpec

Functions

assemble_competing_risks_cif

assemble_competing_risks_cif_from_endpoints

calculate_crude_risk_quadrature

Engine-level crude risk quadrature with exact delta-method gradients.

cause_count_from_event_codes

cause_specific_event_indicator

Project multi-cause competing-risks event codes {0 = censored, k = cause k} onto the binary {0, 1} indicator for the cause-specific Royston-Parmar block of cause cause (1-based).

pooled_any_event_indicator

Project multi-cause competing-risks event codes {0 = censored, k = cause k} onto the binary {0, 1} any-event indicator the pooled single-hazard baseline engine consumes.

survival_event_code_from_value