Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1783691054315208704 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8114402 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Routledge |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT mcdonaldsuzanne analysingnof1observationaldatainhealthpsychologyandbehaviouralmedicinea10stepspsstutorialforbeginners AT vieirarute analysingnof1observationaldatainhealthpsychologyandbehaviouralmedicinea10stepspsstutorialforbeginners AT johnstonderekw analysingnof1observationaldatainhealthpsychologyandbehaviouralmedicinea10stepspsstutorialforbeginners |