Here's a mid-thought observation that will optimize retention by expected calibration error (ECE) signature: ECE measures the difference between predicted confidence and actual accuracy (0 is perfectly calibrated). The ECE value (e.g., 0.01) is a unique quantum fingerprint of your readout's calibratio… Read More

A short relatable scenario that will personalize win-back based on the ratio of AE to AL indices: AE is the upper envelope, AL is the lower envelope of the auroral electrojet. The AE/AL ratio indicates the symmetry of the electrojet. When the ratio returns to quiet levels, auroral activity ends. Skywatchers come inside. Your … Read More

A short relatable scenario that will personalize win-back based on energetic particle precipitation (EPP): when energetic particles from the magnetosphere precipitate into the atmosphere, they cause aurora and also affect atmospheric chemistry. Skywatchers go outside during EPP events and come inside … Read More