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Double jeopardy in inferring cognitive processes

Inferences we make about underlying cognitive processes can be jeopardized in two ways due to problematic forms of aggregation. First, averaging across individuals is typically considered a very useful tool for removing random variability. The threat is that averaging across subjects leads to averag...

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Detalles Bibliográficos
Autor principal: Fific, Mario
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4204447/
https://www.ncbi.nlm.nih.gov/pubmed/25374545
http://dx.doi.org/10.3389/fpsyg.2014.01130
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author Fific, Mario
author_facet Fific, Mario
author_sort Fific, Mario
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description Inferences we make about underlying cognitive processes can be jeopardized in two ways due to problematic forms of aggregation. First, averaging across individuals is typically considered a very useful tool for removing random variability. The threat is that averaging across subjects leads to averaging across different cognitive strategies, thus harming our inferences. The second threat comes from the construction of inadequate research designs possessing a low diagnostic accuracy of cognitive processes. For that reason we introduced the systems factorial technology (SFT), which has primarily been designed to make inferences about underlying processing order (serial, parallel, coactive), stopping rule (terminating, exhaustive), and process dependency. SFT proposes that the minimal research design complexity to learn about n number of cognitive processes should be equal to 2(n). In addition, SFT proposes that (a) each cognitive process should be controlled by a separate experimental factor, and (b) The saliency levels of all factors should be combined in a full factorial design. In the current study, the author cross combined the levels of jeopardies in a 2 × 2 analysis, leading to four different analysis conditions. The results indicate a decline in the diagnostic accuracy of inferences made about cognitive processes due to the presence of each jeopardy in isolation and when combined. The results warrant the development of more individual subject analyses and the utilization of full-factorial (SFT) experimental designs.
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spelling pubmed-42044472014-11-05 Double jeopardy in inferring cognitive processes Fific, Mario Front Psychol Psychology Inferences we make about underlying cognitive processes can be jeopardized in two ways due to problematic forms of aggregation. First, averaging across individuals is typically considered a very useful tool for removing random variability. The threat is that averaging across subjects leads to averaging across different cognitive strategies, thus harming our inferences. The second threat comes from the construction of inadequate research designs possessing a low diagnostic accuracy of cognitive processes. For that reason we introduced the systems factorial technology (SFT), which has primarily been designed to make inferences about underlying processing order (serial, parallel, coactive), stopping rule (terminating, exhaustive), and process dependency. SFT proposes that the minimal research design complexity to learn about n number of cognitive processes should be equal to 2(n). In addition, SFT proposes that (a) each cognitive process should be controlled by a separate experimental factor, and (b) The saliency levels of all factors should be combined in a full factorial design. In the current study, the author cross combined the levels of jeopardies in a 2 × 2 analysis, leading to four different analysis conditions. The results indicate a decline in the diagnostic accuracy of inferences made about cognitive processes due to the presence of each jeopardy in isolation and when combined. The results warrant the development of more individual subject analyses and the utilization of full-factorial (SFT) experimental designs. Frontiers Media S.A. 2014-10-21 /pmc/articles/PMC4204447/ /pubmed/25374545 http://dx.doi.org/10.3389/fpsyg.2014.01130 Text en Copyright © 2014 Fific. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Fific, Mario
Double jeopardy in inferring cognitive processes
title Double jeopardy in inferring cognitive processes
title_full Double jeopardy in inferring cognitive processes
title_fullStr Double jeopardy in inferring cognitive processes
title_full_unstemmed Double jeopardy in inferring cognitive processes
title_short Double jeopardy in inferring cognitive processes
title_sort double jeopardy in inferring cognitive processes
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4204447/
https://www.ncbi.nlm.nih.gov/pubmed/25374545
http://dx.doi.org/10.3389/fpsyg.2014.01130
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