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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
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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
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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
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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
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How to Contribute
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Profiling
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Rust Numerics Python Bridge Policy
SOTA Strategy Orchestration
Starlight Docs Platform
V2 contract architecture
Validation and performance evidence
Versioning & Release Policy
CLI Reference
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Dataset Registry
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Contributing
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GitHub
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voiage.ml_policy_voi.CandidateModelEvaluation
Evaluation summary for a single candidate ML model.