.. CaliBrain documentation master file ... CaliBrain documentation ======================= **CaliBrain** is a Python library designed for simulating realistic Magnetoencephalography (MEG) and Electroencephalography (EEG) data and evaluating the calibration and uncertainty quantification of brain source estimation algorithms. It provides tools to: * Simulate source activity, leadfield matrices, and sensor-level measurements with controllable noise levels and source configurations (fixed or free orientation). * Estimate and visualize confidence intervals for source estimates based on posterior covariance information. * Analyze the calibration of source estimation methods by comparing confidence levels to the actual proportion of ground truth values captured. This documentation provides installation instructions, usage examples, and a detailed API reference. .. toctree:: :maxdepth: 2 :caption: Documentation installation usage api examples/index readme results contributing changelog