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Organizing and analyzing data from the SHARE study with an application to age and sex differences in depressive symptoms
ID
Lusa, Lara
(
Avtor
),
ID
Huebner, Marianne
(
Avtor
)
PDF - Predstavitvena datoteka,
prenos
(1001,56 KB)
MD5: 9C7BDD4B73C6423AD055002509E348E3
URL - Izvorni URL, za dostop obiščite
https://www.mdpi.com/1660-4601/18/18/9684
Galerija slik
Izvleček
The SHARE study contains health, lifestyle, and socioeconomic data from individuals ages 50 and older in European countries collected over several waves. Leveraging these data for research purposes can be daunting due to the complex structure of the longitudinal design. The two aims of our study are (1) to develop a framework and R code for data management of the SHARE data to prepare for data analysis, and (2) to demonstrate how to apply the framework to a specific research question, where the aim is to model the presence of clinically significant depression assessed by the 12-item Europe depression scale. The result is a framework that substantially reduces the time to initiate research studies using SHARE data, facilitating the data extraction, data preparation and initial data analysis, with reproducible R code. Further, we illustrate the extensive work required to prepare an analysis-ready data set to ensure the validity of the modeling results. This underlines the importance of carefully considering and recording data management decisions that have to be built into the research process. The results about sex differences in the probability of depression are consistent with previous literature. Our findings about age-associated changes can be opportunities for adequate treatment interventions.
Jezik:
Angleški jezik
Ključne besede:
statistical data
,
depression
,
initial data analysis
,
SHARE
,
data cleaning
,
prediction modelling
,
older adults
,
sex differences
,
Europe
Vrsta gradiva:
Članek v reviji
Tipologija:
1.01 - Izvirni znanstveni članek
Organizacija:
MF - Medicinska fakulteta
Status publikacije:
Objavljeno
Različica publikacije:
Objavljena publikacija
Leto izida:
2021
Št. strani:
20 str.
Številčenje:
Vol. 18, iss. 18, art. 9684
PID:
20.500.12556/RUL-136355
UDK:
616.89
ISSN pri članku:
1660-4601
DOI:
10.3390/ijerph18189684
COBISS.SI-ID:
81343235
Datum objave v RUL:
25.04.2022
Število ogledov:
686
Število prenosov:
96
Metapodatki:
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Objavi na:
Gradivo je del revije
Naslov:
International journal of environmental research and public health
Skrajšan naslov:
Int. j. environ. res. public health
Založnik:
MDPI
ISSN:
1660-4601
COBISS.SI-ID:
1818965
Licence
Licenca:
CC BY 4.0, Creative Commons Priznanje avtorstva 4.0 Mednarodna
Povezava:
http://creativecommons.org/licenses/by/4.0/deed.sl
Opis:
To je standardna licenca Creative Commons, ki daje uporabnikom največ možnosti za nadaljnjo uporabo dela, pri čemer morajo navesti avtorja.
Začetek licenciranja:
14.09.2021
Sekundarni jezik
Jezik:
Slovenski jezik
Ključne besede:
statistični podatki
,
depresija
,
začetna analiza podatkov
Projekti
Financer:
ARRS - Agencija za raziskovalno dejavnost Republike Slovenije
Številka projekta:
P3-0154
Naslov:
Metodologija za analizo podatkov v medicini
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