GrippeEspagneV1, Main, Exploration, bibRecord, 000182

Estimate of influenza cases using generalized linear, additive and mixed models.

Identifieur interne : 000182 ( Main/Exploration ); précédent : 000181; suivant : 000183

Estimate of influenza cases using generalized linear, additive and mixed models.

Auteurs : Manuel Oviedo ; Ángela Domínguez ; M. Pilar Mu Oz

Source :

Human vaccines & immunotherapeutics [ 2164-554X ] ; 2015.

RBID : pubmed:25483550

Descripteurs français

KwdFr :
- Adolescent (MeSH), Adulte (MeSH), Adulte d'âge moyen (MeSH), Espagne (épidémiologie), Femelle (MeSH), Grippe humaine (transmission), Grippe humaine (épidémiologie), Humains (MeSH), Incidence (MeSH), Jeune adulte (MeSH), Modèles statistiques (MeSH), Mâle (MeSH), Sujet âgé (MeSH), Sujet âgé de 80 ans ou plus (MeSH), Transmission de maladie infectieuse (MeSH).
MESH :
- épidémiologie : Espagne, Grippe humaine.
- Adolescent, Adulte, Adulte d'âge moyen, Femelle, Humains, Incidence, Jeune adulte, Modèles statistiques, Mâle, Sujet âgé, Sujet âgé de 80 ans ou plus, Transmission de maladie infectieuse.
Wicri :
- geographic : Espagne.

English descriptors

KwdEn :
- Adolescent (MeSH), Adult (MeSH), Aged (MeSH), Aged, 80 and over (MeSH), Disease Transmission, Infectious (MeSH), Female (MeSH), Humans (MeSH), Incidence (MeSH), Influenza, Human (epidemiology), Influenza, Human (transmission), Male (MeSH), Middle Aged (MeSH), Models, Statistical (MeSH), Spain (epidemiology), Young Adult (MeSH).
MESH :
- geographic , epidemiology : Spain.
- epidemiology : Influenza, Human.
- transmission : Influenza, Human.
- Adolescent, Adult, Aged, Aged, 80 and over, Disease Transmission, Infectious, Female, Humans, Incidence, Male, Middle Aged, Models, Statistical, Young Adult.

Abstract

We investigated the relationship between reported cases of influenza in Catalonia (Spain). Covariates analyzed were: population, age, data of report of influenza, and health region during 2010-2014 using data obtained from the SISAP program (Institut Catala de la Salut - Generalitat of Catalonia). Reported cases were related with the study of covariates using a descriptive analysis. Generalized Linear Models, Generalized Additive Models and Generalized Additive Mixed Models were used to estimate the evolution of the transmission of influenza. Additive models can estimate non-linear effects of the covariates by smooth functions; and mixed models can estimate data dependence and variability in factor variables using correlations structures and random effects, respectively. The incidence rate of influenza was calculated as the incidence per 100 000 people. The mean rate was 13.75 (range 0-27.5) in the winter months (December, January, February) and 3.38 (range 0-12.57) in the remaining months. Statistical analysis showed that Generalized Additive Mixed Models were better adapted to the temporal evolution of influenza (serial correlation 0.59) than classical linear models.

DOI: 10.4161/hv.36168
PubMed: 25483550
PubMed Central: PMC4514424

Affiliations:

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Le document en format XML

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<wicri:noCountry code="no comma">a Department of Statistics and Op. Research; University of Santiago de Compostela; Spain.</wicri:noCountry>
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<author><name sortKey="Dominguez, Angela" sort="Dominguez, Angela" uniqKey="Dominguez A" first="Ángela" last="Domínguez">Ángela Domínguez</name>
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<author><name sortKey="Pilar Mu Oz, M" sort="Pilar Mu Oz, M" uniqKey="Pilar Mu Oz M" first="M" last="Pilar Mu Oz">M. Pilar Mu Oz</name>
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<term>Adult (MeSH)</term>
<term>Aged (MeSH)</term>
<term>Aged, 80 and over (MeSH)</term>
<term>Disease Transmission, Infectious (MeSH)</term>
<term>Female (MeSH)</term>
<term>Humans (MeSH)</term>
<term>Incidence (MeSH)</term>
<term>Influenza, Human (epidemiology)</term>
<term>Influenza, Human (transmission)</term>
<term>Male (MeSH)</term>
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<term>Young Adult (MeSH)</term>
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<keywords scheme="KwdFr" xml:lang="fr"><term>Adolescent (MeSH)</term>
<term>Adulte (MeSH)</term>
<term>Adulte d'âge moyen (MeSH)</term>
<term>Espagne (épidémiologie)</term>
<term>Femelle (MeSH)</term>
<term>Grippe humaine (transmission)</term>
<term>Grippe humaine (épidémiologie)</term>
<term>Humains (MeSH)</term>
<term>Incidence (MeSH)</term>
<term>Jeune adulte (MeSH)</term>
<term>Modèles statistiques (MeSH)</term>
<term>Mâle (MeSH)</term>
<term>Sujet âgé (MeSH)</term>
<term>Sujet âgé de 80 ans ou plus (MeSH)</term>
<term>Transmission de maladie infectieuse (MeSH)</term>
</keywords>
<keywords scheme="MESH" type="geographic" qualifier="epidemiology" xml:lang="en"><term>Spain</term>
</keywords>
<keywords scheme="MESH" qualifier="epidemiology" xml:lang="en"><term>Influenza, Human</term>
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<keywords scheme="MESH" qualifier="transmission" xml:lang="en"><term>Influenza, Human</term>
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<keywords scheme="MESH" qualifier="épidémiologie" xml:lang="fr"><term>Espagne</term>
<term>Grippe humaine</term>
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<keywords scheme="MESH" xml:lang="en"><term>Adolescent</term>
<term>Adult</term>
<term>Aged</term>
<term>Aged, 80 and over</term>
<term>Disease Transmission, Infectious</term>
<term>Female</term>
<term>Humans</term>
<term>Incidence</term>
<term>Male</term>
<term>Middle Aged</term>
<term>Models, Statistical</term>
<term>Young Adult</term>
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<term>Adulte</term>
<term>Adulte d'âge moyen</term>
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<term>Sujet âgé</term>
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<front><div type="abstract" xml:lang="en">We investigated the relationship between reported cases of influenza in Catalonia (Spain). Covariates analyzed were: population, age, data of report of influenza, and health region during 2010-2014 using data obtained from the SISAP program (Institut Catala de la Salut - Generalitat of Catalonia). Reported cases were related with the study of covariates using a descriptive analysis. Generalized Linear Models, Generalized Additive Models and Generalized Additive Mixed Models were used to estimate the evolution of the transmission of influenza. Additive models can estimate non-linear effects of the covariates by smooth functions; and mixed models can estimate data dependence and variability in factor variables using correlations structures and random effects, respectively. The incidence rate of influenza was calculated as the incidence per 100 000 people. The mean rate was 13.75 (range 0-27.5) in the winter months (December, January, February) and 3.38 (range 0-12.57) in the remaining months. Statistical analysis showed that Generalized Additive Mixed Models were better adapted to the temporal evolution of influenza (serial correlation 0.59) than classical linear models. </div>
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Estimate of influenza cases using generalized linear, additive and mixed models.

Estimate of influenza cases using generalized linear, additive and mixed models.

Source :

Descripteurs français

English descriptors

Abstract

Links toward previous steps (curation, corpus...)

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri

Pour générer des pages wiki