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Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners

Background: N-of-1 observational studies can be used to describe natural intra-individual changes in health-related behaviours or symptoms over time, to test behavioural theories and to develop highly personalised health interventions. To date, N-of-1 observational methods have been under-used in he...

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Detalles Bibliográficos
Autores principales: McDonald, Suzanne, Vieira, Rute, Johnston, Derek W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Routledge 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8114402/
https://www.ncbi.nlm.nih.gov/pubmed/34040861
http://dx.doi.org/10.1080/21642850.2019.1711096
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author McDonald, Suzanne
Vieira, Rute
Johnston, Derek W.
author_facet McDonald, Suzanne
Vieira, Rute
Johnston, Derek W.
author_sort McDonald, Suzanne
collection PubMed
description Background: N-of-1 observational studies can be used to describe natural intra-individual changes in health-related behaviours or symptoms over time, to test behavioural theories and to develop highly personalised health interventions. To date, N-of-1 observational methods have been under-used in health psychology and behavioural medicine. One reason for this may be the perceived complexity of statistical analysis of N-of-1 data. Objective: This tutorial paper describes a 10-step procedure for the analysis of N-of-1 observational data using dynamic regression modelling in SPSS for researchers, students and clinicians who are new to this area. The 10-step procedure is illustrated using real data from an N-of-1 observational study exploring the relationship between pain and physical activity. Conclusion: The availability of a user-friendly and robust statistical technique for the analysis of N-of-1 data using SPSS may foster increased awareness, knowledge and skills and establish N-of-1 designs as a useful methodological tool in health psychology and behavioural medicine.
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spelling pubmed-81144022021-05-25 Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners McDonald, Suzanne Vieira, Rute Johnston, Derek W. Health Psychol Behav Med Articles Background: N-of-1 observational studies can be used to describe natural intra-individual changes in health-related behaviours or symptoms over time, to test behavioural theories and to develop highly personalised health interventions. To date, N-of-1 observational methods have been under-used in health psychology and behavioural medicine. One reason for this may be the perceived complexity of statistical analysis of N-of-1 data. Objective: This tutorial paper describes a 10-step procedure for the analysis of N-of-1 observational data using dynamic regression modelling in SPSS for researchers, students and clinicians who are new to this area. The 10-step procedure is illustrated using real data from an N-of-1 observational study exploring the relationship between pain and physical activity. Conclusion: The availability of a user-friendly and robust statistical technique for the analysis of N-of-1 data using SPSS may foster increased awareness, knowledge and skills and establish N-of-1 designs as a useful methodological tool in health psychology and behavioural medicine. Routledge 2020-01-22 /pmc/articles/PMC8114402/ /pubmed/34040861 http://dx.doi.org/10.1080/21642850.2019.1711096 Text en © 2020 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
McDonald, Suzanne
Vieira, Rute
Johnston, Derek W.
Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_full Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_fullStr Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_full_unstemmed Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_short Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners
title_sort analysing n-of-1 observational data in health psychology and behavioural medicine: a 10-step spss tutorial for beginners
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8114402/
https://www.ncbi.nlm.nih.gov/pubmed/34040861
http://dx.doi.org/10.1080/21642850.2019.1711096
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