Predicting Human Errors From Brain Activity

Hugh Pickens writes "Researchers report that brain activity can be used to predict the likelihood of someone making an error about six seconds in advance, with gradual changes starting as much as 30 seconds ahead of time. The team used an imaging machine to scan the brains of a group of volunteers who performed a task in the presence of distracting information. When performing correctly the volunteers' brains showed increased levels of activity in those parts associated with cognitive effort, as would be expected. However, these areas gradually became less active before errors were made and at the same time another set of regions in the brain became more active. These regions are part of a so-called "default mode network" and show increased use when people are resting or asleep [PDF]. While imaging machines are far too big and complex to be used in workplaces to monitor the brain activity of people engaged in important tasks, the team hopes to correlate errors to changes in electrical activity in the brain with electroencephalography (EEG), using electrodes placed on the scalp. If EEG features can be found that correspond to the change in brain activity, then a hat that gives warning of an imminent mistake might one day become reality. We've previously discussed similar studies of brain activity."

Comments

Re:I agree

[GeffDE]

Parent makes sense intuitively, but there are parts of the brain that are very sensitive to conflict; the anterior cingulate cortex (ACC) is one of these.

If you have ever take part of a Stroop test, your ACC has been activated. In a Stroop test, the word for a color is printed in a different color i.e. the word green is shown in the color red. A participant is asked to say either the word or the color. As the speed of doing these discriminations increases, so do errors; interestingly, cognizance of errors is nearly instantaneous, however. You know that you made an error, even before the neural circuitry committed to speaking the words has finished forming the words.

The ACC becomes more active in Stroop tests because Stroop tests cause conflicts in two neural circuits. The ACC arbitrates these circuits. Therefore, an increase in ACC activity (which will happen in advance of the error occurring) correlates with an increase in likelihood of mistakes...more in-depth research and some algorithms (I haven't RTFA) means that an error can be predicted, but of course, not with 100% success.

The "error detection" hat may be misinterpreted.

[Ungrounded Lightning]

The descriptions of "the error-detecting hat" look like the intent is to train the brain to stay alert and not make errors - or to refocus it when it wanders. (DING DING DING! HEY! WAKE UP! PAY ATTENTION!) The hat may be useful, but that use of the feedback may be the wrong approach.

The signature they're describing corresponds, not just to a lack of alertness, but specifically a lack of alertness because the brain is going into a resting state. Seems to me that might be because all this decision-making has made the working regions of the brain tired and the brain is trying to clear them out so they'll operate properly again. So the problem is not the lack of alertness, but the attempt to continue to make decisions during the resting cycle.

Given that, a better use of the feedback might be to tell the wearer that it's time to stop making important decisions and take a break, rather than trying to overuse a "mental muscle" that's exhausted - and perhaps train him to recognize the mental state himself so he can then dispense with the hat.

The "break times" in working days were set up when studies showed that taking breaks, despite the "work time lost", resulted in more and better work in the work time remaining. This looks like a way to optimize the process, rather than running breaks on a clock.