2011
DOI: 10.1111/j.1551-6709.2011.01207.x
|View full text |Cite
|
Sign up to set email alerts
|

Misconceived Causal Explanations for Emergent Processes

Abstract: Studies exploring how students learn and understand science processes such as diffusion and natural selection typically find that students provide misconceived explanations of how the patterns of such processes arise (such as why giraffes' necks get longer over generations, or how ink dropped into water appears to ''flow''). Instead of explaining the patterns of these processes as emerging from the collective interactions of all the agents (e.g., both the water and the ink molecules), students often explain th… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
1
1
1
1

Citation Types

12
239
0
16

Year Published

2014
2014
2022
2022

Publication Types

Select...
7
1
1

Relationship

0
9

Authors

Journals

citations
Cited by 227 publications
(281 citation statements)
references
References 76 publications
12
239
0
16
Order By: Relevance
“…Thus, introducing and emphasizing threshold concepts in parallel with key concepts in natural selection education may be essential, but this raises questions about the optimal way(s) to do this, which we address in the following sections. Natural selection is an extremely complex probabilistic phenomenon that involves random processes, or at least processes with varying degrees of stochasticity (e.g., mutation, mating, and accidental death) that lead to profound self-organizing and emergent changes in populations of organisms over vast (and diverse) scales of space and time (Chi et al 2012). The complexity is illustrated by the interactions among genetic changes, physiological and developmental processes involved in phenotypic expression, myriads of environmental factors, fitness, survival, and (hence) selection pressures, all of which involve highly complex processes and vary massively over space and time.…”
Section: Temporal and Spatial Scalesmentioning
confidence: 99%
“…Thus, introducing and emphasizing threshold concepts in parallel with key concepts in natural selection education may be essential, but this raises questions about the optimal way(s) to do this, which we address in the following sections. Natural selection is an extremely complex probabilistic phenomenon that involves random processes, or at least processes with varying degrees of stochasticity (e.g., mutation, mating, and accidental death) that lead to profound self-organizing and emergent changes in populations of organisms over vast (and diverse) scales of space and time (Chi et al 2012). The complexity is illustrated by the interactions among genetic changes, physiological and developmental processes involved in phenotypic expression, myriads of environmental factors, fitness, survival, and (hence) selection pressures, all of which involve highly complex processes and vary massively over space and time.…”
Section: Temporal and Spatial Scalesmentioning
confidence: 99%
“…The other rule looks for dependencies between connectors and results, looking at 7 types of dependencies. 3 In fact, 25 -30% of the student essay sentences had an LSA cosine greater that 0.75 with some sentence from the relevant document set. Ironically, this facilitates our job of classifying the student sentences.…”
Section: Inferring Causal Connectionsmentioning
confidence: 99%
“…Student sentences associated with these items tend to bear a striking similarity to the original texts that they came from. 3 The machine learning techniques have had a much more difficult time identifying conceptual material related to inferences between documents. Examples of these items are rather infrequent in the students' essays (explaining why we need a system like this).…”
Section: Concept Identificationmentioning
confidence: 99%
“…Designing in this complex landscape requires appropriate methods and tools that embrace the dynamic nature of the design object. This is a challenge, as students might have difficulties dealing with emergent processes (Chi et al, 2011). The development of dynamic design media, such as simple simulation models (i.e.…”
Section: Future Challengesmentioning
confidence: 99%