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Fig. 6 CAMLSORT PREDICTIONS FROM PREVIOUSLY UNSEEN CALCIUM SIGNAL RECONSTRUCTIONS A, raw CaMLsort class label predictions from previously unseen calcium signal reconstructions (n = 19 recordings). Predictions from CaMLsort (middle) are compared against the ground truth state (top) at each time step. Predictions for each recording were made independently, but have been stitched here for the purposes of representation. Each recording is separated by a vertical dashed line. The number above each prediction is the F1 score for that recording. The bottommost plot has posterior scores for each time step, with those for the ?bursting? class in blue, and those for the ?tonic? class in light orange. B, CaMLsort predictions (top) that remain after majority voting with a window length of seven steps has been used to retain only confident classifications (for details, see Methods and Results). The posterior score (bottom) for each class at each time step, taken as the average class posterior score across all seven-step windows that included said time step. As in (A), the posterior scores for the ?bursting? class are in blue, whereas those for the ?tonic? class are in light orange, and the numbers above each prediction represent the F1 scores for that recording. C, the distribution of F1 scores between the ground truth state and various predictions from CaMLsort, either the raw predictions (left), predictions obtained after majority voting (middle) or the raw predictions obtained by passing a scrambled version of the calcium signal as an input. The notches indicate 95% confidence intervals around the median (red line).