Literature DB >> 25638033

On the acquisition of abstract knowledge: structural alignment and explication in learning causal system categories.

Micah B Goldwater1, Dedre Gentner2.   

Abstract

This research studies a relatively unexplored aspect of expertise - the ability to detect causal relational patterns in multiple contexts - and demonstrates learning processes that foster this ability. Using the Ambiguous Sorting Task (AST), in which domain information competes with causal patterns, we previously found that science experts spontaneously noticed and sorted by causal patterns such as positive feedback, while novices sorted primarily by content domain. We investigated two kinds of learning experiences that we claim are needed to achieve high fluency in detecting key cross-domain patterns. We found that direct explication of example phenomena increased people's accuracy in depicting the examples, but did not increase sensitivity to the causal patterns in new examples. However, analogical comparison between parallel examples did lead to greater propensity to detect the causal patterns across diverse examples. Combining within-example explication with between-example alignment led to the greatest gains in generalized sensitivity to causal patterns.
Copyright © 2015 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Analogy; Categorization; Causal learning; Education

Mesh:

Year:  2015        PMID: 25638033     DOI: 10.1016/j.cognition.2014.12.001

Source DB:  PubMed          Journal:  Cognition        ISSN: 0010-0277


  9 in total

Review 1.  Boundaries to grounding abstract concepts.

Authors:  Diane Pecher; René Zeelenberg
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2018-08-05       Impact factor: 6.237

2.  From the structure of experience to concepts of structure: How the concept "cause" is attributed to objects and events.

Authors:  Anna Leshinskaya; Sharon L Thompson-Schill
Journal:  J Exp Psychol Gen       Date:  2019-04

3.  Transformation of Event Representations along Middle Temporal Gyrus.

Authors:  Anna Leshinskaya; Sharon L Thompson-Schill
Journal:  Cereb Cortex       Date:  2020-05-14       Impact factor: 5.357

4.  The effects of testing the relationships among relational concepts.

Authors:  Daniel Corral; Alice F Healy; Matt Jones
Journal:  Cogn Res Princ Implic       Date:  2022-05-31

5.  Chained study and the discovery of relational structure.

Authors:  Douglas B Markant
Journal:  Mem Cognit       Date:  2021-07-15

6.  Spatial analogies pervade complex relational reasoning: Evidence from spontaneous gestures.

Authors:  Kensy Cooperrider; Dedre Gentner; Susan Goldin-Meadow
Journal:  Cogn Res Princ Implic       Date:  2016-12-07

7.  Can a relational mindset boost analogical retrieval?

Authors:  Micah B Goldwater; Anja Jamrozik
Journal:  Cogn Res Princ Implic       Date:  2019-12-19

8.  Designing Exhibits to Support Relational Learning in a Science Museum.

Authors:  Benjamin D Jee; Florencia K Anggoro
Journal:  Front Psychol       Date:  2021-03-26

9.  Spatial Alignment Facilitates Visual Comparison in Children.

Authors:  Yinyuan Zheng; Bryan Matlen; Dedre Gentner
Journal:  Cogn Sci       Date:  2022-08
  9 in total

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