Table 1.

Summary of F1-score (macro average), accuracy and AUC on the test set. Results are reported for all the different types of padding for both task 1 and task 2 in each one of the tested architectures (except AUC, which is only available for Task 1). Mean ± standard deviation of the 10 folds.

	Padding type	1_conv	only_denses	stack_conv
Task 1 F1-score	aug	$0.756\pm 0.041$	$0.900\pm 0.011$	$0.790\pm 0.022$
	ext	$0.842\pm 0.022$	$0.896\pm 0.013$	$0.875\pm 0.010$
	mid	$0.868\pm 0.016$	$0.911\pm 0.018$	$0.874\pm 0.026$
	post	$0.873\pm 0.010$	$0.900\pm 0.014$	$0.879\pm 0.024$
	pre	$0.858\pm 0.011$	$0.899\pm 0.013$	$0.863\pm 0.028$
	rnd	$0.786\pm 0.014$	$0.896\pm 0.025$	$0.812\pm 0.011$
	strf	$0.867\pm 0.008$	$0.930\pm 0.011$	$0.851\pm 0.010$
	zoom	$0.868\pm 0.005$	$0.893\pm 0.021$	$0.862\pm 0.014$
Task 2 F1-score	aug	$0.536\pm 0.025$	$0.531\pm 0.022$	$0.504\pm 0.026$
	ext	$0.554\pm 0.022$	$0.543\pm 0.034$	$0.540\pm 0.023$
	mid	$0.558\pm 0.021$	$0.542\pm 0.027$	$0.557\pm 0.024$
	post	$0.550\pm 0.025$	$0.509\pm 0.075$	$0.554\pm 0.024$
	pre	$0.541\pm 0.020$	$0.541\pm 0.030$	$0.527\pm 0.028$
	rnd	$0.452\pm 0.026$	$0.448\pm 0.034$	$0.455\pm 0.020$
	strf	$0.550\pm 0.024$	$0.548\pm 0.026$	$0.547\pm 0.024$
	zoom	$0.543\pm 0.019$	$0.456\pm 0.063$	$0.515\pm 0.026$
Task 1 Accuracy	aug	$0.758\pm 0.037$	$0.901\pm 0.011$	$0.790\pm 0.023$
	ext	$0.843\pm 0.023$	0.$896\pm 0.014$	$0.875\pm 0.010$
	mid	$0.868\pm 0.016$	0.$911\pm 0.018$	$0.874\pm 0.027$
	post	$0.873\pm 0.010$	0.$900\pm 0.014$	$0.879\pm 0.024$
	pre	$0.858\pm 0.011$	0.$899\pm 0.013$	$0.863\pm 0.028$
	rnd	$0.790\pm 0.013$	0.$897\pm 0.025$	$0.815\pm 0.011$
	strf	$0.868\pm 0.008$	0.$930\pm 0.011$	$0.852\pm 0.010$
	zoom	$0.869\pm 0.005$	0.$893\pm 0.021$	$0.863\pm 0.014$
Task 2 Accuracy	aug	$0.548\pm 0.009$	$0.536\pm 0.012$	$0.527\pm 0.015$
	ext	$0.539\pm 0.016$	$0.544\pm 0.025$	$0.549\pm 0.017$
	mid	$0.539\pm 0.017$	$0.545\pm 0.018$	$0.569\pm 0.011$
	post	$0.530\pm 0.011$	$0.532\pm 0.024$	$0.560\pm 0.016$
	pre	$0.532\pm 0.009$	$0.542\pm 0.016$	$0.545\pm 0.018$
	rnd	$0.455\pm 0.011$	$0.473\pm 0.020$	$0.509\pm 0.017$
	strf	$0.556\pm 0.021$	$0.556\pm 0.012$	$0.565\pm 0.015$
	zoom	$0.550\pm 0.014$	$0.528\pm 0.021$	$0.531\pm 0.010$
Task 1 AUC	aug	$0.859\pm 0.021$	$0.951\pm 0.010$	$0.891\pm 0.013$
	ext	$0.927\pm 0.011$	$0.966\pm 0.003$	$0.949\pm 0.005$
	mid	$0.945\pm 0.009$	$0.972\pm 0.006$	$0.952\pm 0.010$
	post	$0.945\pm 0.007$	$0.969\pm 0.003$	$0.956\pm 0.007$
	pre	$0.935\pm 0.006$	$0.967\pm 0.004$	$0.949\pm 0.008$
	rnd	$0.871\pm 0.011$	$0.946\pm 0.014$	$0.891\pm 0.009$
	strf	$0.939\pm 0.006$	$0.978\pm 0.003$	$0.927\pm 0.006$
	zoom	$0.937\pm 0.004$	$0.978\pm 0.005$	$0.944\pm 0.005$