| """ | |
| MSCI Validation Module | |
| Provides tools for validating the Multimodal Semantic Coherence Index: | |
| - Sensitivity analysis (perturbation tests) | |
| - Human correlation analysis | |
| - Threshold calibration (ROC/AUC) | |
| - Failure mode analysis | |
| """ | |
| from src.validation.msci_sensitivity import ( | |
| MSCISensitivityAnalyzer, | |
| PerturbationGradient, | |
| ) | |
| from src.validation.human_correlation import ( | |
| HumanCorrelationAnalyzer, | |
| CorrelationResult, | |
| ) | |
| from src.validation.threshold_calibration import ( | |
| ThresholdCalibrator, | |
| CalibrationResult, | |
| ) | |
| __all__ = [ | |
| "MSCISensitivityAnalyzer", | |
| "PerturbationGradient", | |
| "HumanCorrelationAnalyzer", | |
| "CorrelationResult", | |
| "ThresholdCalibrator", | |
| "CalibrationResult", | |
| ] | |