Appendix 3—table 12. Exploration-phase choices as a function of Δ-uncertainty, overall uncertainty, and side of repeat option.
| Pre-registered sample | Preliminary sample | ||||
|---|---|---|---|---|---|
| (146,766 trials, 194 participants) | (41,009 trials, 62 participants) | ||||
| Term | Median | 95% PI | Median | 95% PI | Units |
| Predictors | |||||
| Intercept | –0.04 | [–0.10, 0.02] | –0.03 | [–0.14, 0.07] | logit |
| Δ-uncertainty | 1.01 | [0.86, 1.14] | 1.16 | [0.87, 1.44] | logit / nat |
| Δ-uncertainty × overall uncertainty | –326.14 | [-468.61,–245.18] | –349.54 | [-691.47,–251.13] | logit / nat² |
| Transformed threshold | 2.55 | [2.40, 2.72] | 2.36 | [2.16, 2.67] | a.u. |
| Repeat choice on right | 0.50 | [0.42, 0.59] | 0.57 | [0.43, 0.72] | logit difference |
| Participant-wise variability | |||||
| SD of intercept | 0.40 | [0.36, 0.44] | 0.38 | [0.31, 0.46] | |
| SD of Δ-uncertainty | 0.90 | [0.80, 1.02] | 1.05 | [0.86, 1.31] | |
| SD of Δ-uncertainty × overall uncertainty | 14.21 | [0.98, 41.45] | 9.23 | [0.46, 29.28] | |
| SD of transformed threshold | 0.44 | [0.36, 0.54] | 0.35 | [0.22, 0.50] | |
| SD of repeat choice | 0.57 | [0.51, 0.64] | 0.53 | [0.44, 0.66] | |
| Correlation of intercept and Δ-uncertainty | –0.06 | [–0.21, 0.10] | 0.05 | [–0.21, 0.32] | |
| Correlation of intercept and Δ-uncertainty×overall uncertainty | –0.08 | [–0.76, 0.72] | –0.01 | [–0.76, 0.75] | |
| Correlation of Δ-uncertainty and Δ-uncertainty×overall uncertainty | 0.01 | [–0.69, 0.69] | –0.10 | [–0.78, 0.70] | |
| Correlation of intercept and repeat choice | –0.16 | [-0.30,–0.00] | –0.06 | [–0.31, 0.22] | |
| Correlation of Δ-uncertainty and repeat choice | 0.32 | [0.17, 0.46] | 0.11 | [–0.18, 0.38] | |
| Correlation of Δ-uncertainty × overall uncertainty and repeat choice | 0.38 | [–0.67, 0.87] | 0.00 | [–0.76, 0.77] | |
| Correlation of intercept and threshold | –0.03 | [–0.26, 0.22] | 0.31 | [–0.09, 0.64] | |
| Correlation of Δ-uncertainty and threshold | –0.35 | [-0.52,–0.16] | 0.09 | [–0.27, 0.43] | |
| Correlation of Δ-uncertainty × overall uncertainty and threshold | –0.42 | [–0.88, 0.61] | –0.10 | [–0.79, 0.70] | |
| Correlation of repeat choice and threshold | –0.60 | [-0.74,–0.43] | –0.38 | [-0.64,–0.05] | |
This model can be summarized with the following formula: , where step is the step function, . The intercept and parameters b1, b2, b3, and α all vary by participant, and their correlations across participants are modeled. This model was fit as a logistic regression.