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...
Autores principales: | , , |
---|---|
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 |