Optimal ID models for single- and multi-lead sets. The non-redundant features included in the models are marked: ‘+’ for single leads, ‘*’ for limb leads, ‘o’ for chest leads, ‘#’ for 12-lead ECG. Additionally, the last 3 rows belonging to the multi-lead models show the number of leads per feature, involved in the model. The training AccID (mean ± CI) of each model is reported in the last column. The following colour map is applied: the features involved in the single lead models and the achieved AccID are highlighted in yellow; the features involved in the model using the 6 chest leads and the respective AccID are highlighted in orange; the features involved in the model using the 6 limb leads and its AccID are highlighted in light green; and the features involved in the 12-leads model and the achieved AccID are highlighted in dark green.