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Mapping the structure of perceptions in helping networks of Alaska Natives

This paper introduces a new method for acquiring and interpreting data on cognitive (or perceptual) networks. The proposed method involves the collection of multiple reports on randomly chosen pairs of individuals, and statistical means for aggregating these reports into data of conventional sociome...

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Autores principales: Lee, Hsuan-Wei, Melson, Miranda, Ivanich, Jerreed, Habecker, Patrick, Gauthier, G. Robin, Wexler, Lisa, Khan, Bilal, Dombrowski, Kirk
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6231607/
https://www.ncbi.nlm.nih.gov/pubmed/30419032
http://dx.doi.org/10.1371/journal.pone.0204343
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author Lee, Hsuan-Wei
Melson, Miranda
Ivanich, Jerreed
Habecker, Patrick
Gauthier, G. Robin
Wexler, Lisa
Khan, Bilal
Dombrowski, Kirk
author_facet Lee, Hsuan-Wei
Melson, Miranda
Ivanich, Jerreed
Habecker, Patrick
Gauthier, G. Robin
Wexler, Lisa
Khan, Bilal
Dombrowski, Kirk
author_sort Lee, Hsuan-Wei
collection PubMed
description This paper introduces a new method for acquiring and interpreting data on cognitive (or perceptual) networks. The proposed method involves the collection of multiple reports on randomly chosen pairs of individuals, and statistical means for aggregating these reports into data of conventional sociometric form. We refer to the method as “perceptual tomography” to emphasize that it aggregates multiple 3rd-party data on the perceived presence or absence of individual properties and pairwise relationships. Key features of the method include its low respondent burden, flexible interpretation, as well as its ability to find “robust intransitive” ties in the form of perceived non-edges. This latter feature, in turn, allows for the application of conventional balance clustering routines to perceptual tomography data. In what follows, we will describe both the method and an example of the implementation of the method from a recent community study among Alaska Natives. Interview data from 170 community residents is used to ascribe 4446 perceived relationships (2146 perceived edges, 2300 perceived non-edges) among 393 community members, and to assert the perceived presence (or absence) of 16 community-oriented helping behaviors to each individual in the community. Using balance theory-based partitioning of the perceptual network, we show that people in the community perceive distinct helping roles as structural associations among community members. The fact that role classes can be detected in network renderings of “tomographic” perceptual information lends support to the suggestion that this method is capable of producing meaningful new kinds of data about perceptual networks.
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spelling pubmed-62316072018-11-19 Mapping the structure of perceptions in helping networks of Alaska Natives Lee, Hsuan-Wei Melson, Miranda Ivanich, Jerreed Habecker, Patrick Gauthier, G. Robin Wexler, Lisa Khan, Bilal Dombrowski, Kirk PLoS One Research Article This paper introduces a new method for acquiring and interpreting data on cognitive (or perceptual) networks. The proposed method involves the collection of multiple reports on randomly chosen pairs of individuals, and statistical means for aggregating these reports into data of conventional sociometric form. We refer to the method as “perceptual tomography” to emphasize that it aggregates multiple 3rd-party data on the perceived presence or absence of individual properties and pairwise relationships. Key features of the method include its low respondent burden, flexible interpretation, as well as its ability to find “robust intransitive” ties in the form of perceived non-edges. This latter feature, in turn, allows for the application of conventional balance clustering routines to perceptual tomography data. In what follows, we will describe both the method and an example of the implementation of the method from a recent community study among Alaska Natives. Interview data from 170 community residents is used to ascribe 4446 perceived relationships (2146 perceived edges, 2300 perceived non-edges) among 393 community members, and to assert the perceived presence (or absence) of 16 community-oriented helping behaviors to each individual in the community. Using balance theory-based partitioning of the perceptual network, we show that people in the community perceive distinct helping roles as structural associations among community members. The fact that role classes can be detected in network renderings of “tomographic” perceptual information lends support to the suggestion that this method is capable of producing meaningful new kinds of data about perceptual networks. Public Library of Science 2018-11-12 /pmc/articles/PMC6231607/ /pubmed/30419032 http://dx.doi.org/10.1371/journal.pone.0204343 Text en © 2018 Lee et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Lee, Hsuan-Wei
Melson, Miranda
Ivanich, Jerreed
Habecker, Patrick
Gauthier, G. Robin
Wexler, Lisa
Khan, Bilal
Dombrowski, Kirk
Mapping the structure of perceptions in helping networks of Alaska Natives
title Mapping the structure of perceptions in helping networks of Alaska Natives
title_full Mapping the structure of perceptions in helping networks of Alaska Natives
title_fullStr Mapping the structure of perceptions in helping networks of Alaska Natives
title_full_unstemmed Mapping the structure of perceptions in helping networks of Alaska Natives
title_short Mapping the structure of perceptions in helping networks of Alaska Natives
title_sort mapping the structure of perceptions in helping networks of alaska natives
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6231607/
https://www.ncbi.nlm.nih.gov/pubmed/30419032
http://dx.doi.org/10.1371/journal.pone.0204343
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