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Multilevel modelling and malaria: a new method for an old disease
- Source :
- International Journal of Epidemiology, International Journal of Epidemiology, Oxford University Press (OUP), 2004, 33 (6), pp.1337-44. ⟨10.1093/ije/dyh274⟩, International Journal of Epidemiology, Oxford University Press (OUP), 2004, 33 (6), pp.1337-44. 〈10.1093/ije/dyh274〉
- Publication Year :
- 2004
- Publisher :
- HAL CCSD, 2004.
-
Abstract
- International audience; BACKGROUND: Malaria is influenced by a web of individual and ecological factors, i.e. factors relating to people and relating to environment. For a long time analysing these factors concurrently has raised statistical problems. Multilevel modelling provides a new attractive solution, which is still uncommon in tropical medicine. METHODS: Using an actual data set of 3864 individuals from 38 villages of the Highland Madagascar, a two-level modelling process is presented. Individual malaria parasitaemia is modelled step by step according to age (individual factor), altitude, and DDT indoor house-spraying status (village factors). RESULTS: The hierarchical organization of a data set in levels, fixed and random effects, and cross-level interactions are considered. Accurate estimations of standard errors, impact of unknown or unmeasured variables quantified and accounted for through random effects, are the highlighted advantages of multilevel modelling. CONCLUSION: While not denying the importance of understanding an aetiological chain, the authors recommend an increased use of multilevel modelling, mainly to identify accurately ecological targets for public health policy.
- Subjects :
- Multivariate analysis
Epidemiology
MESH: DDT
MESH : Malaria
Disease Outbreaks
MESH: Madagascar
0302 clinical medicine
MESH : Cross-Sectional Studies
MESH : Child
MESH: Child
Econometrics
MESH: Disease Outbreaks
Child
MESH: Antiparasitic Agents
MESH: Middle Aged
Antiparasitic Agents
Altitude
Multilevel model
MESH : Models, Statistical
[ SDV.SPEE ] Life Sciences [q-bio]/Santé publique et épidémiologie
General Medicine
MESH : Adult
Middle Aged
Random effects model
3. Good health
Geography
Seasons
0305 other medical science
Adult
medicine.medical_specialty
Adolescent
MESH : Madagascar
030231 tropical medicine
MESH: Malaria
MESH : Public Health Practice
DDT
03 medical and health sciences
MESH: Cross-Sectional Studies
MESH : Adolescent
parasitic diseases
medicine
Madagascar
Hierarchical organization
Humans
MESH : Middle Aged
MESH : Disease Outbreaks
MESH : Antiparasitic Agents
MESH: Adolescent
030505 public health
Models, Statistical
MESH: Humans
MESH : Seasons
Public health
MESH : DDT
MESH : Humans
Statistical model
MESH: Adult
medicine.disease
MESH: Altitude
Malaria
Data set
Cross-Sectional Studies
MESH: Public Health Practice
Public Health Practice
[SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie
MESH: Seasons
MESH: Models, Statistical
MESH : Altitude
Subjects
Details
- Language :
- English
- ISSN :
- 03005771 and 14643685
- Database :
- OpenAIRE
- Journal :
- International Journal of Epidemiology, International Journal of Epidemiology, Oxford University Press (OUP), 2004, 33 (6), pp.1337-44. ⟨10.1093/ije/dyh274⟩, International Journal of Epidemiology, Oxford University Press (OUP), 2004, 33 (6), pp.1337-44. 〈10.1093/ije/dyh274〉
- Accession number :
- edsair.doi.dedup.....5f8b72f33bfdf6f819b7191b4a218b3c
- Full Text :
- https://doi.org/10.1093/ije/dyh274⟩