Table 2 Pairwise post-hoc comparisons of group-level parameter posterior samples.

Parameter	Contrast	Mean	CI	pd (%)	ps	% in ROPE
Learning rate (gain)	0–25%	− 0.30	[− 1.78, 1.13]	65.75	0.61	10.42
	0–50%	− 0.97	[− 2.37, 0.42]	91.34	0.89	4.71
	0–75%	− 0.59	[− 1.98, 0.78]	80.15	0.76	8.29
	0–100%	− 0.57	[− 1.94, 0.84]	79.10	0.75	8.41
	25–50%	− 0.67	[− 2.07, 0.72]	82.63	0.79	7.65
	25–75%	− 0.30	[− 1.66, 1.04]	66.42	0.61	11.07
	25–100%	− 0.28	[− 1.66, 1.09]	65.34	0.60	11.19
	50–75%	0.38	[− 0.91, 1.68]	71.34	0.66	11.00
	50–100%	0.39	[− 0.97, 1.68]	71.89	0.67	10.75
	75–100%	0.02	[− 1.27, 1.32]	51.13	0.45	12.98
Learning rate (loss)	0–25%	0.04	[− 1.96, 1.96]	51.42	0.47	8.80
	0–50%	0.90	[− 1.71, 3.82]	74.59	0.71	6.60
	0–75%	− 0.20	[− 1.98, 1.51]	58.38	0.54	9.64
	0–100%	0.65	[− 1.65, 2.99]	70.87	0.67	7.11
	25–50%	0.86	[− 1.90, 3.98]	72.55	0.69	6.38
	25–75%	− 0.24	[− 2.04, 1.52]	59.90	0.55	9.36
	25–100%	0.61	[− 1.71, 3.06]	68.85	0.65	6.89
	50–75%	− 1.10	[− 4.06, 1.31]	81.46	0.79	6.07
	50–100%	− 0.25	[− 3.70, 3.12]	54.48	0.51	6.66
	75–100%	0.86	[− 1.24, 3.17]	78.18	0.75	6.51
Inverse gain	0–25%	− 0.43	[− 0.86, 0.00]	97.67	0.94	4.09
	0–50%	− 0.29	[− 0.69, 0.12]	92.27	0.82	15.58
	0–75%	− 0.32	[− 0.73, 0.08]	94.26	0.86	12.04
	0–100%	− 0.39	[− 0.80, 0.04]	96.44	0.91	6.88
	25–50%	0.14	[− 0.23, 0.51]	76.87	0.58	33.98
	25–75%	0.10	[− 0.27, 0.47]	71.19	0.51	37.36
	25–100%	0.04	[− 0.34, 0.42]	58.84	0.38	40.88
	50–75%	− 0.03	[− 0.37, 0.32]	57.53	0.35	44.88
	50–100%	− 0.09	[− 0.45, 0.27]	69.72	0.48	39.23
	75–100%	− 0.06	[− 0.42, 0.31]	62.85	0.42	41.34

pd is the probability of direction, ps is practical significance. Region of practical equivalence (ROPE) was set to [− 0.1, 0.1]. CI denotes the 95% confidence interval.

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