# Sensitivity and validation Use these objects after estimation. Diagnostics inspect fitted artifacts, sensitivity methods vary assumptions, and inference primitives construct derived uncertainty summaries. ## Sensitivity ```{eval-rst} .. autosummary:: :nosignatures: cleverly.assessment.SensitivityFacade cleverly.sensitivity.PositivityReport cleverly.sensitivity.SensitivityBounds cleverly.sensitivity.SensitivityElements cleverly.sensitivity.BenchmarkResult cleverly.sensitivity.ConfounderStrengthGrid cleverly.sensitivity.ObservedConfounderCalibration cleverly.sensitivity.SimulatedConfoundingCell cleverly.sensitivity.SimulatedConfoundingResult cleverly.sensitivity.EValue cleverly.sensitivity.positivity_report cleverly.sensitivity.truncation_curve cleverly.sensitivity.omitted_variable_bounds cleverly.sensitivity.robustness_value cleverly.sensitivity.benchmark cleverly.sensitivity.evalue.evalue cleverly.sensitivity.missingness_tilt cleverly.sensitivity.tipping_gamma cleverly.sensitivity.simulated_confounding ``` ## Validation ```{eval-rst} .. autosummary:: :nosignatures: cleverly.assessment.DiagnosticsFacade cleverly.validation.ScoreCheck cleverly.validation.ScoreCheckRow cleverly.validation.NuisanceDiagnostics cleverly.validation.NuisanceModelReport cleverly.validation.RepeatSpreadRow cleverly.validation.GaussianNoise cleverly.validation.GaussianIndependentOutcome cleverly.validation.GaussianAdjustmentOutcome cleverly.validation.RelativeGaussianNoise cleverly.validation.BootstrapMeasurementError cleverly.validation.EmpiricalInclusionRule cleverly.validation.EmpiricalRefitRecord cleverly.validation.RefutationTest cleverly.validation.RefutationResult cleverly.validation.CoverageStudy cleverly.validation.StudyResult cleverly.validation.ReplicationRecord cleverly.validation.ReplicationFailure cleverly.validation.ReplicationCheckpoint cleverly.validation.DirectoryCheckpoint cleverly.validation.score_check cleverly.validation.nuisance_diagnostics cleverly.validation.refute ``` ## Inference primitives ```{eval-rst} .. autosummary:: :nosignatures: cleverly.inference.BootstrapResult cleverly.inference.SimultaneousBands cleverly.inference.delta_method cleverly.inference.influence_covariance cleverly.inference.influence_variance cleverly.inference.multiplier_critical_value cleverly.inference.simultaneous_bands cleverly.inference.run_bootstrap ```