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Table 1.

Summary of group membership (left) and illustration of the flow of participants through the study (right).

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Fig 1.

Experimental tasks.

Note: A: Flanker task—participant must respond with a key press to indicate the direction of the central arrow. B: Shoot/don’t-shoot task—participant must respond with a key press (left/right) to ’shoot’ if the person in the image is holding a weapon. The image on the right is just illustrative—real pictures were used for the experimental task. C: Training task—participant indicates whether there is a weapon present in any of the images using a key press. The images shown are illustrative, Sykes-McQueen threat assessment targets were used in the real task. The red distractor slows response times and has to be inhibited. D: Active control task—No distractor is present but the rest of the task is identical to the training task.

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Fig 2.

Illustration of signal detection metrics.

Note: A: The four possible combinations of signals (presence or absence of a threat) and responses (shoot or don’t shoot). B-C: D-prime and beta in relation to various distributions of signal (weapon present or absent) and noise. The greyed portion of the figure represents trials where a response was made. In panel B, the participant has a large d-prime value, indicating they were able to perceive a clear difference between the signal and the noise. Beta value is shifted right indicating a conservative response strategy (more ’misses’ but very few ’false alarms’). In panel C, d-prime is smaller showing that sensitivity is reduced, but the response strategy is still conservative, so the participant still has few `false alarms’, but a lot more ’misses’. In panel D, d-prime is again large, but this time the response bias is more liberal so there are many more ’false alarms’ but few ’misses’.

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Fig 3.

Trial design.

The figure shows a schematic representation of the flow of participants through the trial.

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Fig 4.

Training performance.

Plot showing improvement of training performance over time (means and SDs) with corresponding reduction in reaction times (inset).

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Table 2.

ANOVA results for manipulation check.

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Fig 5.

Box and whisker plots with overlaid data points for performance on the flanker test.

Note: A smaller RT difference shows that the distractors were having a reduced effect, i.e., better inhibition. **p < .01.

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Fig 6.

Box and whisker plots with overlaid data points for performance on the shoot/don’t-shoot (SDS) test.

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Table 3.

Correlation coefficients (Spearman’s Rho) for the relationships between ‘training gain’ and improvement on the transfer tests.

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