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Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study
OBJECTIVES: Total depressive symptom scores in the general population have been reported to follow an exponential distribution except at the lowest end of the range of scores. To verify the hypothesis that total depressive symptom scores follow the distribution of the latent trait, we performed a si...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5701434/ https://www.ncbi.nlm.nih.gov/pubmed/29169379 http://dx.doi.org/10.1186/s13104-017-2937-6 |
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author | Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Akutagawa, Maiko Yamada, Hiroshi Furukawa, Toshiaki A. |
author_facet | Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Akutagawa, Maiko Yamada, Hiroshi Furukawa, Toshiaki A. |
author_sort | Tomitaka, Shinichiro |
collection | PubMed |
description | OBJECTIVES: Total depressive symptom scores in the general population have been reported to follow an exponential distribution except at the lowest end of the range of scores. To verify the hypothesis that total depressive symptom scores follow the distribution of the latent trait, we performed a simulation study of depressive symptom scoring modeled after the Revised Clinical Interview Schedule (CIS-R). To simulate the scoring of ordinal scale items in CIS-R, two sets of random numbers were generated, one expressing the degree of the latent trait of depressive symptoms and another expressing the threshold for each item. Random latent trait numbers greater than those of item thresholds indicated the presence of specific symptoms. RESULTS: When exponential distribution was set to the latent trait’s random numbers and each item’s threshold had a certain degree of standard deviation, simulated total depressive symptom scores showed a linear pattern except at the lowest end of scores with a log-normal scale. Our results suggest that total depressive symptom scores follow the distribution of the latent trait of depressive symptoms due to the property of ordinal scales, which is characterized by individual differences in the threshold of each item. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13104-017-2937-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5701434 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57014342017-12-04 Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Akutagawa, Maiko Yamada, Hiroshi Furukawa, Toshiaki A. BMC Res Notes Research Article OBJECTIVES: Total depressive symptom scores in the general population have been reported to follow an exponential distribution except at the lowest end of the range of scores. To verify the hypothesis that total depressive symptom scores follow the distribution of the latent trait, we performed a simulation study of depressive symptom scoring modeled after the Revised Clinical Interview Schedule (CIS-R). To simulate the scoring of ordinal scale items in CIS-R, two sets of random numbers were generated, one expressing the degree of the latent trait of depressive symptoms and another expressing the threshold for each item. Random latent trait numbers greater than those of item thresholds indicated the presence of specific symptoms. RESULTS: When exponential distribution was set to the latent trait’s random numbers and each item’s threshold had a certain degree of standard deviation, simulated total depressive symptom scores showed a linear pattern except at the lowest end of scores with a log-normal scale. Our results suggest that total depressive symptom scores follow the distribution of the latent trait of depressive symptoms due to the property of ordinal scales, which is characterized by individual differences in the threshold of each item. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13104-017-2937-6) contains supplementary material, which is available to authorized users. BioMed Central 2017-11-23 /pmc/articles/PMC5701434/ /pubmed/29169379 http://dx.doi.org/10.1186/s13104-017-2937-6 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Akutagawa, Maiko Yamada, Hiroshi Furukawa, Toshiaki A. Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
title | Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
title_full | Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
title_fullStr | Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
title_full_unstemmed | Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
title_short | Exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
title_sort | exponential distribution of total depressive symptom scores in relation to exponential latent trait and item threshold distributions: a simulation study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5701434/ https://www.ncbi.nlm.nih.gov/pubmed/29169379 http://dx.doi.org/10.1186/s13104-017-2937-6 |
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