Predicting Learning: Understanding the Role of Executive Functions in Children's Belief Revision Using Bayesian Models.

Recent studies suggest that learners who are asked to predict the outcome of an event learn more than learners who are asked to evaluate it retrospectively or not at all. One possible explanation for this "prediction boost" is that it helps learners engage metacognitive reasoning skills that may not be spontaneously leveraged, especially for individuals with still-developing executive functions. In this paper, we combined multiple analytic approaches to investigate the potential role of executive functions in elementary school-aged children's science learning.

Do reflection prompts promote children's conflict monitoring and revision of misconceptions?

We tested whether reflection prompts enhance conflict monitoring and facilitate the revision of misconceptions. German children (N = 97, M = 7.20, 56% female) were assigned to a prediction or a prediction with reflection condition that included reflection prompts.

Thought Experiments as an Error Detection and Correction Tool.

The ability to recognize and correct errors in one's explanatory understanding is critically important for learning. However, little is known about the mechanisms that determine when and under what circumstances errors are detected and how they are corrected. The present study investigated thought experiments as a potential tool that can reveal errors and trigger belief revision in the service of error correction.

Seeing the Error in My "": A Quantified Degree of Belief Change Correlates with Children's Pupillary Surprise Responses Following Explicit Predictions.

Bayesian models allow us to investigate children's belief revision alongside physiological states, such as "surprise". Recent work finds that pupil dilation (or the "pupillary surprise response") following expectancy violations is predictive of belief revision. How can probabilistic models inform the interpretations of "surprise"? Shannon Information considers the likelihood of an observed event, given prior beliefs, and suggests stronger surprise occurs following unlikely events.

Talk of the Town mobile app platform: New method for engaging family in STEM learning and research in homes and communities.

Children do not just learn in the classroom. They engage in "informal learning" every day just by spending time with their family and peers. However, while researchers know this occurs, less is known about the science of this learning-how this learning works.

Specifying the domain-general resources that contribute to conceptual construction: Evidence from the child's acquisition of vitalist biology.

There are two dissociable processes that underlie knowledge acquisition: knowledge enrichment, which involves learning information that can be represented with one's current conceptual repertoire; and conceptual construction, which involves acquiring knowledge that can only be represented in terms of concepts one does not yet possess. Theory changes involving conceptual change require conceptual construction. The cognitive mechanisms underlying conceptual change are still poorly understood, though executive function capacities have been implicated.

The role of domain-general cognitive resources in children's construction of a vitalist theory of biology.

Some episodes of learning are easier than others. Preschoolers can learn certain facts, such as "my grandmother gave me this purse," only after one or two exposures (easy to learn; fast mapping), but they require several years to learn that plants are alive or that the sun is not alive (hard to learn). One difference between the two kinds of knowledge acquisition is that hard cases often require conceptual construction, such as the construction of the biological concept alive, whereas easy cases merely involve forming new beliefs formulated over concepts the child already has (belief revision, a form of knowledge enrichment).

Some consequences of normal aging for generating conceptual explanations: A case study of vitalist biology.

Accumulating evidence suggests that not only diseases of old age, but also normal aging, affect elderly adults' ability to draw on the framework theories that structure our abstract causal-explanatory knowledge, knowledge that we use to make sense of the world. One such framework theory, the cross-culturally universal vitalist biology, gives meaning to the abstract concepts life and death. Previous work shows that many elderly adults are animists, claiming that active, moving entities such as the sun and the wind are alive (Zaitchik & Solomon, 2008).

The beautiful and the accurate: Are children's selective trust decisions biased?

Recent findings imply that children rationally appraise potential informants; they weigh an informant's past accuracy more heavily than other informant-based cues such as accent, age, and familiarity. Yet this conclusion contrasts with the more general conclusion that deliberate decision-making processes are heavily influenced by perceptual biases. We investigated 4- and 5-year-olds' (N=132) decisions about whether to trust a more versus less attractive informant when (a) both had a similar history of past accuracy or (b) the more attractive informant had been less accurate.

In beauty we trust: children prefer information from more attractive informants.

Preschool children were presented with slides on a computer screen showing a novel object, together with two informants, one with an attractive and one with a less attractive face. Children were asked which informant they would like to ask about the name of the novel object. After hearing the informants provide conflicting names, they were asked who they thought was correct.

Gravity is not the only ruler for falling events: Young children stop making the gravity error after receiving additional perceptual information about the tubes mechanism.

Young children seem to operate under the assumption that objects always fall in a straight vertical line. When asked to search for a ball dropped down an S-shaped opaque tube, they repeatedly search directly below. Hood proposed that children have difficulty in inhibiting their prepotent expectation that objects fall in a straight line (Hood, 1995).