Cargando…

A framework for building cognitive process models

The term process model is widely used, but rarely agreed upon. This paper proposes a framework for characterizing and building cognitive process models. Process models model not only inputs and outputs but also model the ongoing information transformations at a given level of abstraction. We argue t...

Descripción completa

Detalles Bibliográficos
Autores principales: Jarecki, Jana B., Tan, Jolene H., Jenny, Mirjam A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7704479/
https://www.ncbi.nlm.nih.gov/pubmed/32632887
http://dx.doi.org/10.3758/s13423-020-01747-2
_version_ 1783616824492949504
author Jarecki, Jana B.
Tan, Jolene H.
Jenny, Mirjam A.
author_facet Jarecki, Jana B.
Tan, Jolene H.
Jenny, Mirjam A.
author_sort Jarecki, Jana B.
collection PubMed
description The term process model is widely used, but rarely agreed upon. This paper proposes a framework for characterizing and building cognitive process models. Process models model not only inputs and outputs but also model the ongoing information transformations at a given level of abstraction. We argue that the following dimensions characterize process models: They have a scope that includes different levels of abstraction. They specify a hypothesized mental information transformation. They make predictions not only for the behavior of interest but also for processes. The models’ predictions for the processes can be derived from the input, without reverse inference from the output data. Moreover, the presumed information transformation steps are not contradicting current knowledge of human cognitive capacities. Lastly, process models require a conceptual scope specifying levels of abstraction for the information entering the mind, the proposed mental events, and the behavior of interest. This framework can be used for refining models before testing them or after testing them empirically, and it does not rely on specific modeling paradigms. It can be a guideline for developing cognitive process models. Moreover, the framework can advance currently unresolved debates about which models belong to the category of process models. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.3758/s13423-020-01747-2) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-7704479
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Springer US
record_format MEDLINE/PubMed
spelling pubmed-77044792020-12-03 A framework for building cognitive process models Jarecki, Jana B. Tan, Jolene H. Jenny, Mirjam A. Psychon Bull Rev Theoretical Review The term process model is widely used, but rarely agreed upon. This paper proposes a framework for characterizing and building cognitive process models. Process models model not only inputs and outputs but also model the ongoing information transformations at a given level of abstraction. We argue that the following dimensions characterize process models: They have a scope that includes different levels of abstraction. They specify a hypothesized mental information transformation. They make predictions not only for the behavior of interest but also for processes. The models’ predictions for the processes can be derived from the input, without reverse inference from the output data. Moreover, the presumed information transformation steps are not contradicting current knowledge of human cognitive capacities. Lastly, process models require a conceptual scope specifying levels of abstraction for the information entering the mind, the proposed mental events, and the behavior of interest. This framework can be used for refining models before testing them or after testing them empirically, and it does not rely on specific modeling paradigms. It can be a guideline for developing cognitive process models. Moreover, the framework can advance currently unresolved debates about which models belong to the category of process models. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.3758/s13423-020-01747-2) contains supplementary material, which is available to authorized users. Springer US 2020-07-06 2020 /pmc/articles/PMC7704479/ /pubmed/32632887 http://dx.doi.org/10.3758/s13423-020-01747-2 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Theoretical Review
Jarecki, Jana B.
Tan, Jolene H.
Jenny, Mirjam A.
A framework for building cognitive process models
title A framework for building cognitive process models
title_full A framework for building cognitive process models
title_fullStr A framework for building cognitive process models
title_full_unstemmed A framework for building cognitive process models
title_short A framework for building cognitive process models
title_sort framework for building cognitive process models
topic Theoretical Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7704479/
https://www.ncbi.nlm.nih.gov/pubmed/32632887
http://dx.doi.org/10.3758/s13423-020-01747-2
work_keys_str_mv AT jareckijanab aframeworkforbuildingcognitiveprocessmodels
AT tanjoleneh aframeworkforbuildingcognitiveprocessmodels
AT jennymirjama aframeworkforbuildingcognitiveprocessmodels
AT jareckijanab frameworkforbuildingcognitiveprocessmodels
AT tanjoleneh frameworkforbuildingcognitiveprocessmodels
AT jennymirjama frameworkforbuildingcognitiveprocessmodels