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Introduction
FAQ
User Guide
Curated Domain Templates
Decision Cards & Verifiable Bundles
Local Decision Studio & Reporting
User Guide
VOI analysis best practices
features
Advanced VOI
Basic VOI
CLI Usage
Network Meta-Analysis VOI
Portfolio Optimization
Metamodeling
Migration Guide
Performance Guide
Plotting
v1.0 Release Readiness
VOI Methods
Decision-Focused Model Value
Policy and Uplift VOI
VOI Methods
Adaptive learning and bandit VOI
Adaptive Trials
AI-assisted evidence-triage VOI
Ambiguity and distribution-shift VOI
Calibration VOI
Capacity and budget-constrained VOI
CEAF
Dominance
ENBS
Equity-information VOI
Estimation Variance VOI
Event-Localized Information Value
Evidence obsolescence and refresh VOI
EVPI
EVPPI
EVSI
Expected-utility information pricing
Explainability and transparency VOI
Federated and privacy-preserving VOI
Heterogeneity
Information-Source Portfolios
Interoperability and standardization VOI
Network NMA
Observational VOI
Outcome-Conditional Sample Information
Portfolio Optimization
Regulatory and market-access VOI
Replication and reproducibility VOI
Sequential VOI
Strategic behavior and game-theoretic VOI
Structural VOI
Uncertainty-modelling value
Integrations & Adapters
Enterprise Stack Adapters
Ecosystem Interchange Profiles
Lifecourse Integration
Cross-Domain Usage
API Reference
API Reference
Binding Dispositions API
Decision Cards API
Decision Studio API
Domain Templates API
Enterprise Adapters API
generated
python
voiage
voiage.analysis
DecisionAnalysis
RegressionModelProtocol
voiage.assurance_policy
is_sensitive_log_key
require_schema_fingerprint
voiage.backends
voiage.backends.advanced_integration
JaxAdvancedBackend
voiage.backends.advanced_jax_regression
JaxAdvancedRegression
voiage.backends.base
voiage.backends.enhanced_jax_backend
EnhancedJaxBackend
voiage.backends.gpu_acceleration
GpuAcceleration
voiage.backends.performance_profiler
JaxPerformanceProfiler
voiage.binding_dispositions
ContractBindingParity
get_binding_disposition
LanguageBindingDisposition
load_industry_decision_binding_dispositions
validate_binding_dispositions_manifest
voiage.c15_oracles
decimal_evpi
numpy_evpi
voiage.c15_otel
build_otlp_log_request
CorrelationContext
export_otlp_http
TelemetryContractError
voiage.c15_performance
confidence_interval
ConfidenceInterval
current_runner
performance_config_digest
performance_ratchet
PerformanceRegressionError
runner_fingerprint
voiage.c15_reproducibility
ArtifactMismatchError
compare_digest_reports
normalized_archive_report
voiage.cli
assess_qualitative_information
calculate_adaptive_evsi
calculate_adaptive_learning_bandit
calculate_ai_assisted_evidence_triage
calculate_ambiguity_distribution_shift
calculate_belief_state_information
calculate_calibration
calculate_capacity_budget_constrained
calculate_causal_transportability
calculate_ceaf
calculate_computational_refinement
calculate_coss_command
calculate_data_quality
calculate_deterministic_sensitivity
calculate_distributional_equity
calculate_dominance
calculate_dynamic_real_options
calculate_enbs
calculate_equity_information
calculate_estimation_variance
calculate_event_localized_information
calculate_evidence_obsolescence_refresh
calculate_evpi
calculate_evppi
calculate_evsi
calculate_expected_utility_information
calculate_expert_synthesis
calculate_explainability_transparency
calculate_federated_privacy_preserving
calculate_forecast_signal_information
calculate_heterogeneity
calculate_heterogeneity_value
calculate_implementation
calculate_implementation_information
calculate_implementation_strategy
calculate_information_source_portfolio
calculate_interoperability_standardization
calculate_mcda_information
calculate_monitoring_surveillance
calculate_nma_voi
calculate_observational
calculate_outcome_conditional_sample_information
calculate_perspective
calculate_portfolio_voi
calculate_preference
calculate_regulatory_market_access
calculate_replication_reproducibility
calculate_risk_sensitive_voi
calculate_sequential_voi
calculate_signed_social_information
calculate_strategic_behavior
calculate_structural_evpi
calculate_structural_evppi
calculate_threshold
calculate_uncertainty_modelling_value
calculate_validation
calculate_value_of_distributional_information
calculate_value_of_flexibility
capabilities
create_distributed_large_scale
generate_config
main
plot_ceac
plot_ceaf
plot_coss_command
plot_dominance
plot_perspective_regret
plot_voi_curves
voiage.clinical_trials
AdaptationRule
AdaptiveTrialOptimizer
calculate_trial_voi
ClinicalTrialDesignOptimizer
create_adaptive_trial
create_health_economics_trial
create_superiority_trial
EndpointType
quick_trial_optimization
TrialDesign
TrialOutcome
TrialType
VOIBasedSampleSizeOptimizer
voiage.config
voiage.config_objects
create_default_config
create_environmental_config
create_financial_config
create_healthcare_config
create_metamodel_config
create_optimization_config
create_parallel_config
create_streaming_config
EnvironmentalConfig
FinancialConfig
HealthcareConfig
MetamodelConfig
OptimizationConfig
ParallelConfig
StreamingConfig
VOIAnalysisConfig
voiage.contracts
voiage.contracts.adapters
adapt_backend
adapt_parameter_set
adapt_value_array
analysis_spec_from_inputs
analysis_spec_from_prepared_inputs
LegacyBackendAdapter
voiage.contracts.analysis
AnalysisResult
AnalysisSpec
ContractModel
DiagnosticEnvelope
DiagnosticRecord
InterchangeIdentity
NumericalPolicy
ParameterSpec
Provenance
RunContext
ScalarPayload
thaw_json
voiage.contracts.bundle
BundleVerificationError
canonical_bundle_digest
ContractPerformanceBudget
SchemaEvolutionReport
validate_schema_evolution
VerifiedContractBundle
verify_contract_bundle
verify_pinned_contract_bundle
voiage.contracts.capabilities
BackendCapabilities
Capability
CapabilityBackend
CapabilityReport
evaluate_backend
KernelRequirements
select_backend
UnsupportedCapabilityError
voiage.contracts.capability_report
CliCapabilityReport
voiage.contracts.concerns
ConcernSpec
EvidenceReference
GovernanceRecord
Relation
voiage.contracts.critical_invariants
canonical_array_digest_input
capability_gaps
voiage.contracts.digests
array_digest
voiage.contracts.distributional_information
validate_distributional_information_semantics
voiage.contracts.estimation
ConditioningSpec
EstimationRuntimeBinding
EstimationTargetSpec
EstimationVarianceDiagnostics
EstimationVarianceProvenance
EstimationVarianceResult
EstimationVarianceSpec
EstimatorAssuranceSpec
SamplingModelSpec
TruthKnownAssuranceResult
TruthKnownAssuranceSpec
voiage.contracts.event_localized_information
validate_event_localized_information_result_semantics
validate_event_localized_information_semantics
voiage.contracts.forecast_signal_information
validate_forecast_signal_information_result_semantics
validate_forecast_signal_information_semantics
voiage.contracts.heterogeneity_value
canonical_heterogeneity_value_input_sha256
validate_heterogeneity_value_result
validate_heterogeneity_value_semantics
voiage.contracts.information_source_portfolio
validate_information_source_portfolio_result
validate_information_source_portfolio_semantics
voiage.contracts.interchange
analysis_result_table
schema_fingerprint
write_analysis_result_ipc
write_analysis_result_parquet
voiage.contracts.kernel
CalculationKernel
dispatch_calculation
EvpiKernel
run_evpi
voiage.contracts.mcda_information
validate_mcda_information_result_semantics
validate_mcda_information_semantics
voiage.contracts.normalized_input
BindingProfile
DatasetManifest
FieldManifest
IngestionDiagnostic
KeyReference
NormalizedInputBundle
ResourceManifest
SourceProvenance
TableManifest
VOIBinding
voiage.contracts.outcome_conditional_sample_information
validate_outcome_conditional_sample_information_result_semantics
validate_outcome_conditional_sample_information_semantics
voiage.contracts.perspective
adapt_perspective_result
PerspectivePayload
run_perspective
voiage.contracts.preparation
DataQualityReport
method_input_capability
MethodInputCapability
prepare_analysis_inputs
PreparedAnalysisInputs
voiage.contracts.qualitative_information
qualitative_assessment_content_digest
qualitative_audit_event_digest
validate_qualitative_information_result_semantics
validate_qualitative_information_semantics
voiage.contracts.risk_sensitive_voi
validate_risk_sensitive_voi_result
validate_risk_sensitive_voi_semantics
voiage.contracts.signed_social_information
validate_signed_social_information_input_or_raise
validate_signed_social_information_result
validate_signed_social_information_semantics
voiage.contracts.study_design
CossCurvePointV1
CossPlotDataV1
CossRequestV1
CossResultV1
FeasibleDesignRangeV1
InformationEfficiencyRequestV1
InformationEfficiencyResultV1
InformationEfficiencyUncertaintyV1
InformationValueInputV1
SelectionUncertaintyV1
StudyDesignContextV1
StudyDesignPointInputV1
voiage.contracts.study_portfolio
CossPortfolioCandidateV1
PortfolioCapacityConstraintV1
PortfolioIncrementalCostV1
PortfolioModelAssuranceV1
StudyPortfolioEvaluationV1
StudyPortfolioResultV1
voiage.contracts.uncertainty_modelling_value
validate_uncertainty_modelling_value_result
validate_uncertainty_modelling_value_semantics
voiage.contracts.value_flexibility
voiage.core
voiage.core.gpu_acceleration
array_to_cpu
array_to_gpu
example_gpu_acceleration
get_gpu_backend
gpu_jit_compile
gpu_parallelize
gpu_vectorize
GPUAcceleratedEVPI
is_gpu_available
voiage.core.io
FileFormatError
import_callable
read_parameter_set_csv
read_value_array_csv
write_parameter_set_csv
write_value_array_csv
voiage.core.memory_optimization
chunked_computation
example_memory_optimization
memory_efficient_evpi_computation
MemoryOptimizer
optimize_parameter_set
optimize_value_array
voiage.core.utils
calculate_net_benefit
check_input_array
get_optimal_strategy_index
voiage.decision_card
create_decision_card
DecisionBundle
DecisionCard
DecisionProblemSnapshot
Governance
HumanApproval
InformationValuation
Lineage
ResidualUncertainty
SelectedPolicy
validate_decision_card
voiage.decision_studio
compute_expected_loss
compute_mcda_scores
create_decision_studio_session
DecisionStudioSession
load_decision_studio_fixture
ScenarioResult
validate_decision_studio_session
voiage.deterministic_sensitivity_contract
validate_deterministic_sensitivity_specification
voiage.domain_templates
DomainTemplate
get_domain_template
list_domain_templates
load_domain_template_registry
validate_domain_template_registry
voiage.ecosystem_integration
convert_treeage_to_voi
DataFormatConnector
EcosystemConnector
EcosystemIntegration
HeomlRunBundle
load_heoml_run_bundle
quick_export_notebook
quick_import_health_data
quick_r_export
RPackageConnector
TreeAgeConnector
WorkflowConnector
voiage.enterprise_adapters
adapt_causal_cate_artifact
adapt_dbt_semantic_metric
adapt_experiment_export
adapt_mlflow_model_metadata
adapt_openlineage_job_facet
adapt_probabilistic_forecast
EnterpriseAdapterRecord
load_enterprise_adapters_from_fixture
validate_enterprise_adapter_record
voiage.environmental
voiage.environmental.impact_assessment
calculate_biodiversity_impact
calculate_carbon_footprint
calculate_water_usage
environmental_lifecycle_assessment
monetize_environmental_impacts
voiage.exceptions
BackendError
BackendNotAvailableError
CalculationError
ConfigurationError
ConvergenceError
DataFormatError
DataStructureError
DimensionMismatchError
EVSIMethodError
InputError
InvalidMethodError
MetamodelError
MetamodelFitError
MissingParameterError
NonConvergenceError
NumericalError
OptionalDependencyError
PlottingError
raise_backend_not_available_error
raise_calculation_error
raise_dimension_mismatch_error
raise_import_error
raise_input_error
raise_not_implemented_error
raise_optional_dependency_error
raise_plotting_error
raise_runtime_error
raise_type_error
raise_value_error
RegressionMetamodelError
SerializationError
VoiageError
VoiageNotImplementedError
voiage.experimental
voiage.experimental_design
amortized_evsi
expected_information_gain
ExperimentalDesign
InformationGainEstimate
select_active_learning_batch
select_bayesian_design
voiage.experimental.study_design
calculate_coss
evsi_evpi_efficiency
voiage.experimental.study_portfolio
allocate_coss_portfolio
voiage.factory
create_configured_analysis
create_distributed_large_scale_analysis
create_environmental_analysis
create_financial_analysis
create_healthcare_analysis
create_large_scale_analysis
create_metamodel_analysis
create_standard_analysis
create_streaming_analysis
voiage.financial
voiage.financial.risk_analysis
calculate_conditional_value_at_risk
calculate_sharpe_ratio
calculate_value_at_risk
monte_carlo_var
stress_testing
voiage.fluent
create_analysis
FluentDecisionAnalysis
voiage.governance
validate_backend_boundary
validate_dependency_policy
validate_maturity_label
validate_promotion_evidence
voiage.health_economics
calculate_icer_simple
calculate_net_monetary_benefit_simple
HealthEconomicsAnalysis
HealthState
qaly_calculator
Treatment
voiage.healthcare
voiage.healthcare.utilities
aggregate_qaly_over_time
calculate_qaly
discount_qaly
disease_progression_model
markov_cohort_model
voiage.hta_integration
CADTHFrameworkAdapter
compare_hta_decisions
create_hta_submission
DecisionType
EvidenceRequirement
generate_hta_report
HTAEvaluation
HTAFramework
HTAFrameworkCriteria
HTAIntegrationFramework
HTASubmission
ICERFrameworkAdapter
NICEFrameworkAdapter
quick_hta_evaluation
voiage.ingestion
voiage.ingestion.base
IngestionError
IngestionProvider
ProviderCapabilities
SourceAccessPolicy
SourceSelection
voiage.ingestion.cli
calculate_from_dataset
inspect
normalize
validate
voiage.ingestion.croissant
CroissantProvider
CroissantSelection
voiage.ingestion.dataframe
from_dataframe
voiage.ingestion.frictionless
FrictionlessProvider
voiage.ingestion.live_probe
AuthoritativeProbeGateError
run_authoritative_probe
voiage.ingestion.registry
default_registry
discover_entry_point_providers
ProviderRegistry
voiage.logging
analysis_log_context
analysis_log_context_from_result
AnalysisLogContext
BoundedLogQueue
configure_logging
JsonFormatter
log_context
LoggingSettings
numerical_policy_digest
RedactingFormatter
TraceContext
validate_vop_pilot_contract
voiage.main_backends
AppleMetalBackend
Backend
benchmark_evpi
benchmark_memory_throughput
benchmark_mps_vs_cpu
compile_phase_3_handoff_packet
get_backend
JaxBackend
ModelFuncProtocol
ModelOutputProtocol
NumpyBackend
ParameterSetProtocol
set_backend
TrialArmProtocol
TrialDesignProtocol
voiage.metamodels
ActiveLearningMetamodel
BARTMetamodel
calculate_diagnostics
compare_metamodels
cross_validate
EnsembleMetamodel
FlaxMetamodel
GAMMetamodel
Metamodel
MLP
PyTorchNNMetamodel
RandomForestMetamodel
TinyGPMetamodel
voiage.methods
voiage.methods.adaptive
voiage.methods.adaptive_learning_bandit
AdaptiveLearningBanditResult
value_of_adaptive_learning_bandit
adaptive_evsi
bayesian_adaptive_trial_simulator
simple_adaptive_sim
sophisticated_adaptive_trial_simulator
voiage.methods.ai_assisted_evidence_triage
AIAssistedEvidenceTriageResult
value_of_ai_assisted_evidence_triage
voiage.methods.ambiguity_distribution_shift
AmbiguityDistributionShiftResult
value_of_ambiguity_distribution_shift
voiage.methods.basic
check_parameter_samples
evpi
evppi
voiage.methods.belief_state_information
belief_state_information_value
BeliefStateInformationResult
validate_belief_state_information_result
voiage.methods.calibration
simple_cal_modeler
sophisticated_calibration_modeler
voi_calibration
voiage.methods.capacity_budget_constrained
CapacityBudgetConstrainedResult
value_of_capacity_budget_constrained
voiage.methods.causal_transportability
CausalTransportabilityResult
value_of_causal_transportability
voiage.methods.ceaf
calculate_ceaf
CEAFResult
voiage.methods.computational
ComputationalResult
value_of_computational_refinement
voiage.methods.data_quality
DataQualityResult
value_of_data_quality
voiage.methods.deterministic_sensitivity
deterministic_sensitivity
deterministic_sensitivity_from_specification
DeterministicSensitivityResult
DsaParameterSummary
DsaPoint
DsaSwitchInterval
voiage.methods.distributional
voiage.methods.distributional_information
distributional_information_from_specification
DistributionalInformationResult
ResolvedDistributionModel
value_of_distributional_information
DistributionalEquityResult
value_of_distributional_equity
voiage.methods.dominance
calculate_dominance
calculate_extended_dominance
calculate_icers
calculate_strong_dominance
cost_effectiveness_frontier
DominanceResult
voiage.methods.dynamic_real_options
DynamicRealOptionsResult
value_of_dynamic_real_options
value_of_flexibility
ValueOfFlexibilityResult
voiage.methods.equity_information
EquityInformationResult
value_of_equity_information
voiage.methods.estimation
estimation_variance_method
evppi_var
evsi_var
voiage.methods.event_localized_information
event_localized_information_value
EventLocalizedInformationResult
voiage.methods.evidence_obsolescence_refresh
EvidenceObsolescenceRefreshResult
value_of_evidence_obsolescence_refresh
voiage.methods.expert_synthesis
ExpertSynthesisResult
value_of_expert_synthesis
voiage.methods.explainability_transparency
ExplainabilityTransparencyResult
value_of_explainability_transparency
voiage.methods.federated_privacy_preserving
FederatedPrivacyPreservingResult
value_of_federated_privacy_preserving
voiage.methods.forecast_signal_information
forecast_signal_information_value
ForecastSignalInformationResult
voiage.methods.heterogeneity
voiage.methods.heterogeneity_value
heterogeneity_value_decomposition
HeterogeneityValueDecompositionResult
HeterogeneityResult
identify_optimal_subgroups
labels_for_samples
value_of_heterogeneity
voiage.methods.implementation
voiage.methods.implementation_information
implementation_information_value
ImplementationInformationResult
voiage.methods.implementation_strategy
ImplementationStrategyComparisonResult
value_of_implementation_strategy_comparison
ImplementationAdjustedResult
value_of_implementation
voiage.methods.information_source_portfolio
information_source_portfolio_value
InformationSourcePortfolioResult
voiage.methods.interoperability_standardization
InteroperabilityStandardizationResult
value_of_interoperability_standardization
voiage.methods.mcda_information
mcda_information_value
McdaInformationResult
voiage.methods.monitoring_surveillance
MonitoringSurveillanceResult
value_of_monitoring_surveillance
voiage.methods.network_meta_analysis
calculate_nma_evpi
calculate_nma_evppi
NetworkMetaAnalysisData
voiage.methods.network_nma
calculate_nma_consistency
evsi_nma
simulate_nma_network_data
sophisticated_nma_model_evaluator
voiage.methods.observational
basic_observational_study_modeler
simple_obs_modeler
voi_observational
voiage.methods.outcome_conditional_sample_information
outcome_conditional_sample_information_value
OutcomeConditionalSampleInformationResult
voiage.methods.perspective
Perspective
perspective_arrow_schema_fingerprint
perspective_optimal_strategies
perspective_result_to_arrow
PerspectiveSet
value_of_perspective
ValueOfPerspectiveResult
write_perspective_result_ipc
write_perspective_result_parquet
voiage.methods.portfolio
dummy_calculator
portfolio_voi
voiage.methods.preference
preference_optimal_strategies
PreferenceHeterogeneityResult
PreferenceProfile
PreferenceProfileSet
value_of_preference
value_of_preference_heterogeneity
value_of_preference_information
voiage.methods.qualitative_information
qualitative_information_from_specification
QualitativeInformationResult
QualitativeQuestionResult
render_qualitative_information_text
voiage.methods.regulatory_market_access
RegulatoryMarketAccessResult
value_of_regulatory_market_access
voiage.methods.replication_reproducibility
ReplicationReproducibilityResult
value_of_replication_reproducibility
voiage.methods.risk_sensitive_voi
risk_sensitive_constrained_voi
RiskSensitiveVoiResult
voiage.methods.sample_information
enbs
evsi
normal_normal_two_arm_evsi
voiage.methods.sequential
dummy_step_model
sequential_voi
voiage.methods.signed_social_information
signed_social_information_value
SignedSocialInformationResult
voiage.methods.strategic_behavior
StrategicBehaviorResult
value_of_strategic_behavior
voiage.methods.structural
mock_evaluator1
mock_evaluator2
structural_evpi
structural_evpi_jit
structural_evppi
structural_evppi_jit
voiage.methods.threshold
ThresholdProfile
ThresholdProfileSet
ThresholdResult
value_of_threshold
value_of_threshold_information
voiage.methods.uncertainty_modelling_value
UncertaintyModellingValueResult
value_of_uncertainty_modelling
voiage.methods.utility_information
expected_utility_information_value
value_of_clairvoyance
voiage.methods.validation
ModelValidationResult
ValidationProfile
ValidationProfileSet
value_of_model_validation
value_of_validation
voiage.ml_policy_voi
CandidateModelEvaluation
compute_policy_uplift_voi
DecisionFocusedModelValueResult
evaluate_decision_focused_model_value
UpliftVOIResult
validate_decision_focused_model_value
validate_policy_uplift_voi
voiage.multi_domain
calculate_domain_evpi
compare_domain_performance
create_engineering_voi
create_environmental_voi
create_finance_voi
create_manufacturing_voi
DomainParameters
DomainType
EngineeringParameters
EnvironmentalParameters
FinanceParameters
ManufacturingParameters
MultiDomainVOI
OutcomeFunction
voiage.mutation_policy
mutation_score_from_mapping
MutationScore
validate_threshold
voiage.parallel
voiage.parallel.adapters
AsicClusterAdapter
available_execution_adapters
build_executor_factory
DaskClusterAdapter
ExecutionAdapter
FpgaClusterAdapter
get_execution_adapter
is_placeholder_execution_adapter
LocalProcessAdapter
LocalThreadAdapter
RayClusterAdapter
voiage.parallel.distributed
chunked_numpy_partition
ClusterExecutionConfig
distributed_chunk_map
distributed_map
distributed_reduce
partition_counts
partition_workload
voiage.parallel.monte_carlo
distributed_monte_carlo_simulation
parallel_bootstrap_sampling
parallel_evsi_calculation
parallel_monte_carlo_simulation
voiage.plot
voiage.plot.ceac
plot_ceac
voiage.plot.ceaf
plot_ceaf
voiage.plot.deterministic_sensitivity
plot_deterministic_sensitivity_tornado
voiage.plot.dominance
plot_cost_effectiveness_plane
voiage.plot.estimation_variance
plot_estimation_variance
voiage.plot.event_localized_information
plot_event_accuracy_curve
plot_information_density
voiage.plot.heterogeneity
plot_voh_by_subgroup
voiage.plot.mcda_information
plot_mcda_information_value
plot_mcda_rank_acceptability
voiage.plot.perspective
plot_perspective_regret
voiage.plot.voi_curves
plot_coss
plot_evpi_vs_wtp
plot_evppi_surface
plot_evsi_vs_sample_size
voiage.reporting
build_cheers_reporting
build_estimation_variance_reporting
voiage.resources
voiage.sampling_harm_agent_assurance
load_and_validate_sampling_harm_agent_assurance
SamplingHarmAgentAssuranceError
voiage.sampling_harm_automated_challenge
load_and_validate_sampling_harm_automated_challenge
SamplingHarmAutomatedChallengeError
validate_sampling_harm_automated_challenge
voiage.sampling_harm_human_commissioning
load_and_validate_sampling_harm_candidate_decision
load_and_validate_sampling_harm_human_commissioning
SamplingHarmHumanCommissioningError
validate_sampling_harm_candidate_decision
validate_sampling_harm_human_commissioning
voiage.sampling_harm_review_preparation
load_and_validate_sampling_harm_remediation_intake
load_and_validate_sampling_harm_review_preparation
SamplingHarmReviewPreparationError
validate_sampling_harm_review_preparation
voiage.sampling_harm_source_readiness
SamplingHarmSourceReadinessError
validate_repository_sampling_harm_source_readiness
validate_sampling_harm_source_readiness
voiage.schema
DecisionOption
DecisionProblem
DynamicSpec
Intervention
ParameterSet
PortfolioSpec
PortfolioStudy
TrialDesign
ValueArray
voiage.scientific_review_evidence
bind_scientific_review_bundle
canonical_json_sha256
load_scientific_review_schemas
ScientificReviewEvidenceError
validate_scientific_review_bundle
validate_scientific_review_evidence
voiage.stats
beta_binomial_update
normal_normal_update
voiage.versioning
collect_version_mismatches
format_version_mismatches
main
migrate_version_envelope
release_identity
ReleaseIdentity
validate_release_tag
validate_version_envelope
validate_version_sync
VersionEnvelope
VersionMismatch
VersionSyncError
VersionTarget
voiage.web
voiage.web.main
AnalysisRequest
AnalysisResponse
AnalysisStatus
calculate_evpi
calculate_evppi
get_analysis_status
list_analyses
NetBenefitData
ParameterData
root
voiage.widgets
voiage.widgets.voi_widgets
create_voi_widget
VOIAnalysisWidget
Metamodel API
Python Methods API
ML & Policy VOI API
Python Analysis API
Python Schema API
PYTHON
voiage
voiage.enterprise_adapters
voiage.stats
voiage.c15_oracles
voiage.governance
voiage.mutation_policy
voiage.scientific_review_evidence
voiage.c15_otel
voiage.domain_templates
voiage.deterministic_sensitivity_contract
voiage.c15_reproducibility
voiage.config
voiage.multi_domain
voiage.ecosystem_integration
voiage.sampling_harm_human_commissioning
voiage.experimental_design
voiage.ml_policy_voi
voiage.schema
voiage.health_economics
voiage.assurance_policy
voiage.versioning
voiage.sampling_harm_source_readiness
voiage.sampling_harm_review_preparation
voiage.clinical_trials
voiage.config_objects
voiage.exceptions
voiage.sampling_harm_automated_challenge
voiage.binding_dispositions
voiage.c15_performance
voiage.hta_integration
voiage.logging
voiage.metamodels
voiage.decision_studio
voiage.sampling_harm_agent_assurance
voiage.analysis
voiage.main_backends
voiage.factory
voiage.fluent
voiage.decision_card
voiage.reporting
voiage.cli
voiage.parallel
voiage.parallel.distributed
voiage.parallel.adapters
voiage.parallel.monte_carlo
voiage.experimental
voiage.experimental.study_design
voiage.experimental.study_portfolio
voiage.widgets
voiage.widgets.voi_widgets
voiage.ingestion
voiage.ingestion.dataframe
voiage.ingestion.croissant
voiage.ingestion.registry
voiage.ingestion.frictionless
voiage.ingestion.base
voiage.ingestion.live_probe
voiage.ingestion.cli
voiage.environmental
voiage.environmental.impact_assessment
voiage.backends
voiage.backends.gpu_acceleration
voiage.backends.performance_profiler
voiage.backends.advanced_integration
voiage.backends.advanced_jax_regression
voiage.backends.base
voiage.backends.enhanced_jax_backend
voiage.contracts
voiage.contracts.mcda_information
voiage.contracts.kernel
voiage.contracts.digests
voiage.contracts.adapters
voiage.contracts.value_flexibility
voiage.contracts.signed_social_information
voiage.contracts.normalized_input
voiage.contracts.preparation
voiage.contracts.heterogeneity_value
voiage.contracts.risk_sensitive_voi
voiage.contracts.qualitative_information
voiage.contracts.information_source_portfolio
voiage.contracts.capabilities
voiage.contracts.outcome_conditional_sample_information
voiage.contracts.study_design
voiage.contracts.forecast_signal_information
voiage.contracts.perspective
voiage.contracts.concerns
voiage.contracts.study_portfolio
voiage.contracts.bundle
voiage.contracts.distributional_information
voiage.contracts.critical_invariants
voiage.contracts.analysis
voiage.contracts.interchange
voiage.contracts.event_localized_information
voiage.contracts.capability_report
voiage.contracts.estimation
voiage.contracts.uncertainty_modelling_value
voiage.core
voiage.core.gpu_acceleration
voiage.core.utils
voiage.core.memory_optimization
voiage.core.io
voiage.healthcare
voiage.healthcare.utilities
voiage.methods
voiage.methods.deterministic_sensitivity
voiage.methods.dominance
voiage.methods.monitoring_surveillance
voiage.methods.mcda_information
voiage.methods.causal_transportability
voiage.methods.ai_assisted_evidence_triage
voiage.methods.computational
voiage.methods.regulatory_market_access
voiage.methods.belief_state_information
voiage.methods.dynamic_real_options
voiage.methods.implementation
voiage.methods.replication_reproducibility
voiage.methods.observational
voiage.methods.expert_synthesis
voiage.methods.validation
voiage.methods.ceaf
voiage.methods.evidence_obsolescence_refresh
voiage.methods.signed_social_information
voiage.methods.structural
voiage.methods.heterogeneity
voiage.methods.adaptive
voiage.methods.heterogeneity_value
voiage.methods.strategic_behavior
voiage.methods.risk_sensitive_voi
voiage.methods.qualitative_information
voiage.methods.threshold
voiage.methods.information_source_portfolio
voiage.methods.outcome_conditional_sample_information
voiage.methods.forecast_signal_information
voiage.methods.sample_information
voiage.methods.perspective
voiage.methods.basic
voiage.methods.ambiguity_distribution_shift
voiage.methods.implementation_strategy
voiage.methods.sequential
voiage.methods.federated_privacy_preserving
voiage.methods.utility_information
voiage.methods.portfolio
voiage.methods.distributional_information
voiage.methods.adaptive_learning_bandit
voiage.methods.network_nma
voiage.methods.calibration
voiage.methods.interoperability_standardization
voiage.methods.data_quality
voiage.methods.capacity_budget_constrained
voiage.methods.explainability_transparency
voiage.methods.event_localized_information
voiage.methods.network_meta_analysis
voiage.methods.distributional
voiage.methods.equity_information
voiage.methods.estimation
voiage.methods.uncertainty_modelling_value
voiage.methods.implementation_information
voiage.methods.preference
voiage.resources
voiage.plot
voiage.plot.dominance
voiage.plot.mcda_information
voiage.plot.voi_curves
voiage.plot.ceaf
voiage.plot.heterogeneity
voiage.plot.estimation_variance
voiage.plot.ceac
voiage.plot.deterministic_sensitivity
voiage.plot.perspective
voiage.plot.event_localized_information
voiage.web
voiage.web.main
voiage.financial
voiage.financial.risk_analysis
Examples
Examples
Advanced Cross-Domain Tutorial
Belief-state sequential information value
Deterministic sensitivity analysis
Expected-utility information example
Implementation and information value
Finite additive MCDA information value
Qualitative Information Assessment
Risk-sensitive constrained VOI
Signed and social information value
Standardized Ingestion Reference Cases
Value of Distribution-Family Information
Value of Flexibility example
Developer Guide
Polyglot ABI & Binding Dispositions
Developer Guide
Architecture
Arrow interchange and compatibility
Community Support
Ecosystem boundaries
Frontier VOI Governance
How to Contribute
HPC Acceleration Abstraction Contract
HPC deployment
HPC Distribution Contract
HPC Native Roadmap
Implementing New Methods
Polyglot Tooling
Profiling
Quality and Security Harness
Rust Accelerators
Rust Core Handoff
Rust Parallelism
Rust Numerics Python Bridge Policy
SOTA Strategy Orchestration
Starlight Docs Platform
V2 contract architecture
Validation and performance evidence
Versioning & Release Policy
CLI Reference
Data Structures
Dataset Registry
Backends
Contributing
Changelog
GitHub
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voiage.methods.distributional.DistributionalEquityResult
Structured distributional and equity-weighted VOI result.