How Does The Brain Decide What To Believe? Print E-mail
Science - Neuroscience
Written by TS-Si News Service   
Wednesday, 13 August 2008 16:30
Decision Making
Metacognition.
Metacognition refers to higher order thinking that involves active control over the thinking processes involved in learning.
Activities such as planning howto approach a given learning task, monitoring comprehension, and evaluating progress toward task completion are metacognitive in nature.Because metacognition plays a critical role in successful learning, it is important for both students and teachers.
Both knowledge and strategy components are important.
Knowledge is considered metacognitive if it is actively used in a strategic manner to ensure that a goal is met. Metacognition is often referred to as "thinking about thinking" and can be used to help students “learn how to learn.”
Metacognitive knowledge involves executive monitoring processes directed at the acquisition of information about thinking processes. They involve decisions that help:
identify the current task,
check on current progress of that work,
evaluate that progress, and
predict the outcome of that progress.
Strategies are goal oriented. Cognitive strategies help to achieve a particular goal, while the metacognitive type are used to ensure that the goal has been reached.Both types involve executive regulation processes directed at regulating the course of thinking. They involve decisions that help:
allocate resources to the current task,
determine the order of steps to be taken to complete the task, and
set the intensity or the speed at which one should work the task.
Cross-species occurrence. The ability to consciously think about thinking appears to be a unique characteristicof sapient species.There is some evidence that monkeys and apes can make accurate judgments about the strengths of their memories of fact.
However, attempts to demonstrate metacognition in birds have been inconclusive.A 2007 study provided some evidence for metacognition in rats.
Cold Spring Harbor, NY, USA. It has probably happened to everyone at one time or another. You're driving to a restaurant for the very first time. At a crossroads, you make a turn. You drive for several minutes, and then several minutes more. Nothing in sight. The disturbing thought creeps into your mind: "I should be there by now. Did I make the wrong turn?"
 
At what point will you make a u-turn and go back? It all depends on how confident you are of the decision you made at the crossroads. If you are following a mere hunch, you may decide to go back. If you are following printed directions issued by the restaurant, you may have much more confidence in your decision and continue along in the same direction.
 

Neural correlates, computation and behavioural impact of decision confidence. Adam Kepecs, Naoshige Uchida, Hatim Zariwala & Zachary F. Mainen. Nature; online 10 August 2008. doi: 10.1038 / nature07200.

 
This can happen when we make decisions about our lives, even if they do not directly involve spatial awreness. We humans often use spatial metaphors when pondering what seems like abstract phenomena (such as our feelings: "I need direction is my life!"). But the question remains: how do we estimate the confidence we have in our decision-making? New research from Cold Spring Harbor Laboratory (CSHL) suggests that confidence estimation is a core component of decision-making that is found throughout the animal kingdom.
 
A sense of what we know — and don't know
 
Having a sense of what we know — and don't know — is a universal human experience, and has often been assumed to be the hallmark of self-consciousness. But new experimental research performed on laboratory rats by neuroscientists suggests that the estimation of confidence that underlies decisions may be the product of a very basic kind of information processing in the brain, shared widely across species and not strictly confined to those, like us, that are self-aware. The findings are reported in Nature.
 
CSHL Assistant Professor Adam Kepecs, Ph.D.
 

 
Assistant Professor Adam Kepecs, Ph.D., of Cold Spring Harbor Laboratory (CSHL), conducted the project in collaboration with Zachary F. Mainen, Ph.D., a CSHL Associate Professor and a Group Leader in the Champalimaud Neuroscience Programme at the Instituto Gulbenkian de Ciênçia (Lisbon, Portugal).
 

 
 
"We all possess some intuitive sense; we know our convictions from our mere hunches," said Kepecs, who heads a lab at CSHL devoted to uncovering neural circuitry underlying decision-making. "This sense of confidence, or lack thereof, is critical to our success, but how it arises in the brain has long been a mystery."
 
Rats take the smell test
 
To solve it, Kepecs, Mainen and colleagues trained rats to make decisions of different difficulty. Because rats excel at olfaction, this was achieved by repeatedly presenting them with odors composed of mixtures of two chemicals and asking them to determine which component was stronger in order to receive a small reward.
 
By precisely varying the exact mixture of components, it was possible to manipulate the difficulty of the decision and therefore the animals' predicted level of uncertainty. This task is akin to asking a human whether a particular blend of blue and green colors is more blue or more green. Confidence is typically highest when the blend is mostly green or mostly blue. Uncertainty is highest when the blend contains nearly equal amounts of each color.
 
The team recorded signals from individual neurons in the rodents' brains while they were put to the test of distinguishing smells. They found that neurons in a part of the brain known as the orbitofrontal cortex (an area of the brain found in both rats and humans) signal the uncertainty of the decisions, "firing" much more vigorously in difficult tests compared with easier tests.
 
"These neurons seem to have been registering, after the rat made its decision, how uncertain the animal was that it was about to receive its desired reward," Mainen explained. "We tested several alternative explanations but the best explanation for the neural activity we observed was that these neurons were signaling the confidence of the animal about its decisions."
 
The results were surprising. "Although previous work had suggested that confidence estimates might be a complex process restricted to humans and perhaps other primates," said Kepecs, "our results, to the contrary, show that for the brain to estimate confidence in a choice is no more complex than calculating the choice itself."
 
How confidence can guide behavior
 
Having demonstrated that rat brains make confidence calculations, the researchers sought a way to demonstrate whether such calculations informed the rats' behavior. They ran a series of olfaction trials that featured an important modification of the original task design. As in the first set of trials, rats made decisions involving the discrimination of two smells; they were rewarded, after a defined period of delay, if they decided correctly, and received nothing if their decision was incorrect.
 
In the modified task, the reward delay was increased substantially. However, while waiting for the reward, the rats were given the option to abort the trial – short of learning whether their decision was right or wrong — and return to the beginning to start a new trial. "This new option to abort and restart constitutes a decision that should be made based on the level of confidence about getting a reward," Kepecs said. This is similar to the decision to make a u-turn when not finding the restaurant in the example above: whether and when you will turn back depends on how confident you are about the decision made at the crossroads.
 
Kepecs and Mainen surmised that if the rats were not confident about their original decision about the smell, they would be more likely to abort the trial. "Ultimately, confidence about getting a reward is a direct function of the animals' confidence about the decision they have just made. In this way we sought to measure a variable internal to the animals — how confident they were about whether they made the right choice or not — by observing how it influenced their behavior."
 
The researchers did indeed find that rats preferentially aborted uncertain trials. This showed that they could not only calculate their level of confidence in a given decision, but also use that calculation in subsequent decisions to guide behavior.
 
Taken together, these experiments reveal "that confidence estimation is not a complex function specific to humans but a core component of the process of decision-making probably found throughout the animal kingdom," said Kepecs.
 
According to Mainen, "future studies of this kind may illuminate the question of how we form an intuitive sense of the solidity of a belief, how we distinguish fact from fiction itself."
 


Neural correlates, computation and behavioural impact of decision confidence. Adam Kepecs, Naoshige Uchida, Hatim Zariwala & Zachary F. Mainen. Nature; online 10 August 2008. doi: 10.1038 / nature07200.

Abstract

Humans and other animals must often make decisions on the basis of imperfect evidence. Statisticians use measures such as P values to assign degrees of confidence to propositions, but little is known about how the brain computes confidence estimates about decisions. We explored this issue using behavioural analysis and neural recordings in rats in combination with computational modelling. Subjects were trained to perform an odour categorization task that allowed decision confidence to be manipulated by varying the distance of the test stimulus to the category boundary. To understand how confidence could be computed along with the choice itself, using standard models of decision-making, we defined a simple measure that quantified the quality of the evidence contributing to a particular decision. Here we show that the firing rates of many single neurons in the orbitofrontal cortex match closely to the predictions of confidence models and cannot be readily explained by alternative mechanisms, such as learning stimulus–outcome associations. Moreover, when tested using a delayed reward version of the task, we found that rats' willingness to wait for rewards increased with confidence, as predicted by the theoretical model. These results indicate that confidence estimates, previously suggested to require 'metacognition' and conscious awareness, are available even in the rodent brain, can be computed with relatively simple operations, and can drive adaptive behaviour. We suggest that confidence estimation may be a fundamental and ubiquitous component of decision-making.

 
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Last Updated on Wednesday, 13 August 2008 16:59