990 resultados para multilevel approach
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ABSTRACT OBJECTIVE To identify individual and hospital characteristics associated with the risk of readmission in older inpatients for proximal femoral fracture in the period of 90 days after discharge. METHODS Deaths and readmissions were obtained by a linkage of databases of the Hospital Information System of the Unified Health System and the System of Information on Mortality of the city of Rio de Janeiro from 2008 to 2011. The population of 3,405 individuals aged 60 or older, with non-elective hospitalization for proximal femoral fracture was followed for 90 days after discharge. Cox multilevel model was used for discharge time until readmission, and the characteristics of the patients were used on the first level and the characteristics of the hospitals on the second level. RESULTS The risk of readmission was higher for men (hazard ratio [HR] = 1.37; 95%CI 1.08–1.73), individuals more than 79 years old (HR = 1.45; 95%CI 1.06–1.98), patients who were hospitalized for more than two weeks (HR = 1.33; 95%CI 1.06-1.67), and for those who underwent arthroplasty when compared with the ones who underwent osteosynthesis (HR = 0.57; 95%CI 0.41–0.79). Besides, patients admitted to state hospitals had lower risk for readmission when compared with inpatients in municipal (HR = 1.71; 95%CI 1.09–2.68) and federal hospitals (HR = 1.81; 95%CI 1.00–3.27). The random effect of the hospitals in the adjusted model remained statistically significant (p < 0.05). CONCLUSIONS Hospitals have complex structures that reflect in the quality of care. Thus, we propose that future studies may include these complexities and the severity of the patients in the analysis of the data, also considering the correlation between readmission and mortality to reduce biases.
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Résumé françaisLa majorité des organismes vivants sont soumis à l'alternance du jour et de la nuit, conséquence de la rotation de la terre autour de son axe. Ils ont développé un système interne de mesure du temps, appelé horloge circadienne, leur permettant de s'adapter et de synchroniser leur comportement et leur physiologie aux cycles de lumière. Cette dernière est considérée comme étant le signal majeur entraînant l'horloge interne et. par conséquent, les rythmes journaliers d'éveil et de sommeil. Outre sa régulation circadienne, le sommeil est contrôlé par un processus homéostatique qui détermine son besoin. La contribution de ces deux processus dans le fonctionnement cellulaire du cerveau n'a pas encore été investiguée. La mesure de l'amplitude ainsi que de la prévalence des ondes delta de l'EEG (activité delta) constitue un index très fiable du besoin de sommeil. Il a été démontré que cette activité est génétiquement déterminée et associée à un locus de trait quantitatif situé sur le chromosome 13 de la souris.Grâce à des expériences de privation de sommeil et d'analyses de transcriptome du cerveau dans trois souches de souris présentant diverses réponses à la privation de sommeil, nous avons trouvé que Homerla, localisé dans la région d'intérêt du chromosome 13, est le meilleur marqueur du besoin de sommeil. Homerla est impliqué dans la récupération de l'hyperactivité neuronale induite par le glutamate, grâce à son effet tampon sur le calcium intracellulaire. Une fonction fondamentale du sommeil pourrait donc être de protéger le cerveau et de lui permettre de récupérer après une hyperactivité neuronale imposée par une veille prolongée.De plus, nous avons montré que 2032 transcrits sont exprimés rythmiqueraent dans le cerveau de la souris, parmi lesquels seulement 391 le restent après que les animaux aient été privés de sommeil à différents moments au cours des 24 heures. Cette observation montre clairement que la plupart des changements rythmiques au niveau du transcriptome dépendent du sommeil et non de l'horloge circadienne et souligne ainsi l'importance du sommeil dans la physiologie des mammifères.La plupart des expériences concernant les rythmes circadiens ont été réalisées sur des individus isolés en négligeant l'effet du contexte social sur les comportements circadiens. Les espèces sociales, telles que les fourmis, se caractérisent par une division du travail où une répartition des tâches s'effectue entre ses membres. De plus, certaines d'entre elles doivent être pratiquées en continu comme les soins au couvain tandis que d'autres requièrent une activité rythmique comme le fourragement. Ainsi la fourmi est un excellent modèle pour l'étude de 1 influence du contexte social sur les rythmes circadiens.A ces fins, nous avons décidé d'étudier les rythmes circadiens chez une espèce de fourmi Camponotus fellah et de caractériser au niveau moléculaire son horloge circadienne. Nous avons ainsi développé un système vidéo permettant de suivre l'activité locomotrice de tous les individus d'une colonie. Nos résultats montrent que, bien que la plupart des fourmis soient arythmiques à l'intérieur de la colonie, elles développent d'amples rythmes d'activité en isolation. De plus, ces rythmes disparaissent presque aussitôt que la fourmi est réintroduite dans la colonie. Cette rythmicité observée en isolation semble être générée par l'horloge circadienne car elle persiste en condition constante (obscurité totale). Nous avons ensuite regardé si cette apparente arythmie observée dans la colonie résultait d'un effet masquant des interactions sociales sur les rythmes circadiens d'activité. Nos résultats suggèrent que l'horloge interne est fonctionnelle dans la colonie mais que l'expression de ses rythmes au niveau comportemental est inhibée par les interactions sociales. Les analyses moléculaires du statut de l'horloge dans différents contextes sociaux sont actuellement en cours. Le contexte social semble donc un déterminant majeur du comportement circadien chez la fourmi.AbstractAlmost all living organisms on earth are subjected to the alternance of day and night re-sulting from the rotation of the earth around its axis. They have evolved with an internal timing system, termed the circadian clock, enabling them to adapt and synchronize their behavior and physiology to the daily changes in light and related environmental parame¬ters. Light is thought to be the major cue entraining the circadian clock and consequently the rhythms of rest/activity. In addition to its circadian dependent timing, sleep is reg¬ulated by a homeostatic process that determines its need. The contribution of these two processes in the cellular functioning of the brain has not yet been considered. A highly reliable index of the homeostatic process of sleep is the measure of the amplitude and prevalence of the EEG delta waves (delta activity). It has been shown that sleep need, measured by delta activity, is genetically determined and associated with a Quantitative Trait Locus (QTL) located on the mouse chromosome 13. By using sleep deprivation and brain transcriptome profiling in three inbred mouse strains showing different responses to sleep loss, we found that Homerla, localized within this QTL region is the best transcrip¬tional marker of sleep need. Interestingly Homerla is primarily involved in the recovery from glutamate-induced neuronal hyperactivity by its buffering effect on intracellular cal¬cium. A fundamental function of sleep may therefore reside in the protection and recovery of the brain from a neuronal hyperactivity imposed by prolonged wakefulness.Moreover, time course gene expression experiments showed that 2032 brain tran¬scripts present a rhythmic variation, but only 391 of those remain rhythmic when mice are sleep deprived at four time points around the clock. This finding clearly suggests that most changes in gene transcription over the day are sleep-wake dependent rather than clock dependent and underlines the importance of sleep in mammalian physiology.In the second part of this PhD, I was interested in the social influence on circadian behavior. Most experiments done in the circadian field have been performed on isolated individuals and have therefore ignored the effect of the social context on circadian behav-ior. Eusocial insect species such as ants are characterized by a division of labor: colony tasks are distributed among individuals, some of them requiring continuous activity such as nursing or rhythmic ones such as foraging. Thus ants represent a suitable model to study the influence of the social context on the circadian clock and its output rhythms.The aim of this part was to address the effect of social context on circadian rhythms in the ant species Camponotus fellah and to characterize its circadian clock at the molecu¬lar level. We therefore developed a video tracking system to follow the locomotor activity of all individuals in a colony. Our results show that most ants are arrhythmic within the colony, but develop, when subjected to social isolation, strong rhythms of activity that intriguingly disappear when individuals are reintroduced into the colony. The rhythmicity observed in isolated ants seems to be driven by the circadian clock as it persists under constant conditions (complete darkness). We then tested whether the apparent arrhyth- micity in the colony stemmed from a masking effect of social interactions on circadian rhythms. Indeed, we found that circadian clocks of ants in the colony are functional but their expression at the behavioral level is inhibited by social interactions. The molecular assessment of the circadian clock functional state in the different social context is still under investigation. Our results suggest that social context is a major determinant of circadian behavior in ants.
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Organizational creativity is increasingly important for organizations aiming to survive and thrive in complex and unexpectedly changing environments. It is precondition of innovation and a driver of an organization’s performance success. Whereas innovation research increasingly promotes high-involvement and participatory innovation, the models of organizational creativity are still mainly based on an individual-creativity view. Likewise, the definitions of organizational creativity and innovation are somewhat equal, and they are used as interchangeable constructs, while on the other hand they are seen as different constructs. Creativity is seen as generation of novel and useful ideas, whereas innovation is seen as the implementation of these ideas. The research streams of innovation and organizational creativity seem to be advancing somewhat separately, although together they could provide many synergy advantages. Thereby, this study addresses three main research gaps. First, as the knowledge and knowing is being increasingly expertized and distributed in organizations, the conceptualization of organizational creativity needs to face that perspective, rather than relying on the individual-creativity view. Thus, the conceptualization of organizational creativity needs clarification, especially as an organizational-level phenomenon (i.e., creativity by an organization). Second, approaches to consciously build organizational creativity to increase the capacity of an organization to demonstrate novelty in its knowledgeable actions are rare. The current creativity techniques are mainly based on individual-creativity views, and they mainly focus on the occasional problem-solving cases among a limited number of individuals, whereas, the development of collective creativity and creativity by the organization lacks approaches. Third, in terms of organizational creativity as a collective phenomenon, the engagement, contributions, and participation of organizational members into activities of common meaning creation are more important than the individualcreativity skills. Therefore, the development approaches to foster creativity as social, emerging, embodied, and collective creativity are needed to complement the current creativity techniques. To address these gaps, the study takes a multiparadigm perspective to face the following three objectives. The first objective of this study is to clarify and extend the conceptualization of organizational creativity. The second is to study the development of organizational creativity. The third is to explore how an improvisational theater based approach fosters organizational creativity. The study consists of two parts comprising the introductory part (part I) and six publications (part II). Each publication addresses the research questions of the thesis through detailed subquestions. The study makes three main contributions to the research of organizational creativity. First, it contributes toward the conceptualization of organizational creativity by extending the current view of organizational creativity. This study views organizational creativity as a multilevel construct constituting both of individual and collective (group and organizational) creativity. In contrast to current views of organizational creativity, this study bases on organizational (collective) knowledge that is based on and demonstrated through the knowledgeable actions of an organization as a whole. The study defines organizational creativity as an overall ability of an organization to demonstrate novelty in its knowledgeable actions (through what it does and how it does what it does).Second, this study contributes toward the development of organizational creativity as multi-level phenomena, introducing developmental approaches that face two or more of these levels simultaneously. More specifically, the study presents the cross-level approaches to building organizational creativity, by using an approach based in improvisational theater and considering assessment of organizational renewal capability. Third, the study contributes on development of organizational creativity using an improvisational theater based approach as twofold meaning. First, it fosters individual and collective creativity simultaneously and builds space for creativity to occur. Second, it models collective and distributed creativity processes, thereby, contributing to the conceptualization of organizational creativity.
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This population-based health survey was carried out in Florianopolis, Brazil, to assess the association between adult systolic blood pressure (SBP) and contextual income level, after controlling for potential individual-level confounders. A statistically significant negative association between SBP levels and contextual income was identified after adjusting for individual-level characteristics. SBP levels in the highest and in the intermediate tertiles of contextual income were 5.78 and 2.82 mmHg lower, respectively, than that observed in the bottom tertile. The findings suggest an association between income area level and blood pressure, regardless of well-known individual-level hypertension risk factors. (C) 2012 Elsevier Ltd. All rights reserved.
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Abstract Background Despite evidence that health and disease occur in social contexts, the vast majority of studies addressing dental pain exclusively assessed information gathered at individual level. Objectives To assess the association between dental pain and contextual and individual characteristics in Brazilian adolescents. In addition, we aimed to test whether contextual Human Development Index is independently associated with dental pain after adjusting for individual level variables of socio-demographics and dental characteristics. Methods The study used data from an oral health survey carried out in São Paulo, Brazil, which included dental pain, dental exams, individual socioeconomic and demographic conditions, and Human Development Index at area level of 4,249 12-year-old and 1,566 15-year-old schoolchildren. The Poisson multilevel analysis was performed. Results Dental pain was found among 25.6% (95%CI = 24.5-26.7) of the adolescents and was 33% less prevalent among those living in more developed areas of the city than among those living in less developed areas. Girls, blacks, those whose parents earn low income and have low schooling, those studying at public schools, and those with dental treatment needs presented higher dental-pain prevalence than their counterparts. Area HDI remained associated with dental pain after adjusting for individual level variables of socio demographic and dental characteristics. Conclusions Girls, students whose parents have low schooling, those with low per capita income, those classified as having black skin color and those with dental treatment needs had higher dental pain prevalence than their counterparts. Students from areas with low Human Development Index had higher prevalence of dental pain than those from the more developed areas regardless of individual characteristics.
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The role of therapeutic processes in predicting premature termination of psychotherapy has been a particular focus of recent research. The purpose of this study was to contrast outpatients who completed therapy and those who dropped out with respect to their self-reported in-session experiences of self-esteem, mastery, clarification and the therapeutic alliance. The 296 patients with mixed disorders were treated with an integrative form of cognitive–behavioural therapy without pre-determined time limit (M = 20.2 sessions). Multilevel analyses indicated that patients who did not completetreatment reported, on average, lower levels of self-esteem, mastery and clarification and lower ratings of their therapeutic alliance in treatment in contrast to patients who completed therapy. Patient-reported change in self-esteem experiences over the course of treatment turned out to be the strongest predictor of dropout from psychotherapy or successful completion. When dropout occurred before the average treatment length was reached, patients reported fewer clarifying experiences as early as the first session and their ratings of the therapeutic alliance were characterized by an absence of positive development. Both of these aspects seem to be involved in patients' decisions to leave treatment early. The findings underscore the importance of the therapeutic process in understanding the mechanisms behind treatment dropout. Copyright © 2014 John Wiley & Sons, Ltd.
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Abstract not available
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The design of binary morphological operators that are translation-invariant and locally defined by a finite neighborhood window corresponds to the problem of designing Boolean functions. As in any supervised classification problem, morphological operators designed from a training sample also suffer from overfitting. Large neighborhood tends to lead to performance degradation of the designed operator. This work proposes a multilevel design approach to deal with the issue of designing large neighborhood-based operators. The main idea is inspired by stacked generalization (a multilevel classifier design approach) and consists of, at each training level, combining the outcomes of the previous level operators. The final operator is a multilevel operator that ultimately depends on a larger neighborhood than of the individual operators that have been combined. Experimental results show that two-level operators obtained by combining operators designed on subwindows of a large window consistently outperform the single-level operators designed on the full window. They also show that iterating two-level operators is an effective multilevel approach to obtain better results.
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Background: Despite the importance of collecting individual data of socioeconomic status (SES) in epidemiological oral health surveys with children, this procedure relies on the parents as respondents. Therefore, type of school (public or private schools) could be used as an alternative indicator of SES, instead of collecting data individually. The aim of this study was to evaluate the use of the variable type of school as an indicator of socioeconomic status as a substitute of individual data in an epidemiological survey about dental caries in Brazilian preschool children. Methods: This study followed a cross-sectional design, with a random sample of 411 preschool children aged 1 to 5 years, representative of Catalao, Brazil. A calibrated examiner evaluated the prevalence of dental caries and parents or guardians provided information about several individual socioeconomic indicators by means of a semi-structured questionnaire. A multilevel approach was used to investigate the association among individual socioeconomic variables, as well as the type of school, and the outcome. Results: When all significant variables in the univariate analysis were used in the multiple model, only mother's schooling and household income (individual socioeconomic variables) presented significant associations with presence of dental caries, and the type of school was not significantly associated. However, when the type of school was used alone, children of public school presented significantly higher prevalence of dental caries than those enrolled in private schools. Conclusions: The type of school used as an alternative indicator for socioeconomic status is a feasible predictor for caries experience in epidemiological dental caries studies involving preschool children in Brazilian context.
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We argue that attitudes about immigration can be better understood by paying closer attention to the various ways in which national group boundaries are demarcated. We describe two related lines of work that address this. The first deals with national group definitions and, based on evidence from studies carried out in England and analyses of international survey data, argues that the relationship between national identification and prejudice toward immigrants is contingent on the extent to which ethnic or civic definitions of nationality are endorsed. The second, which uses European survey data, examines support for ascribed and acquired criteria that can be applied when determining who is permitted to migrate to one's country, and the various forms of national and individual threat that affect support for these criteria. We explain how the research benefits from a multilevel approach and also suggest how these findings relate to some current policy debates.
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Introduction : La vaccination est l’une des interventions de santé publique les plus efficaces et les plus efficientes. Comme dans la plupart des pays de la région Ouest africaine, le programme national de vaccination a bénéficié du soutien de nombreuses initiatives internationales et nationales dans le but d’accroître la couverture vaccinale. La politique vaccinale du Burkina Faso s’est appuyée sur différentes stratégies à savoir: la vaccination-prospection, la «vaccination commando», le Programme élargi de vaccination (PEV) et les Journées nationales de vaccination. La couverture vaccinale complète des enfants de 12 à 23 mois a certes augmenté, mais elle est restée en deçà des attentes passant de 34,7% en 1993, à 29,3% en 1998 et 43,9% en 2003. Objectif : Le but de cette thèse est d’analyser à plusieurs périodes et à différents niveaux, les facteurs associés à la vaccination complète des enfants de 12 à 23 mois en milieu rural au Burkina Faso. Méthodes : Nous avons utilisé plusieurs stratégies de recherche et quatre sources de données : - les enquêtes démographiques et de santé (EDS) de 1998-1999 et de 2003 - les annuaires statistiques de 1997 et de 2002 - des entretiens individuels auprès de décideurs centraux, régionaux et d’acteurs de terrain, œuvrant pour le système de santé du Burkina Faso - des groupes de discussion et des entretiens individuels auprès de populations desservies par des centres de santé et de promotion sociale (niveau le plus périphérique du système de santé) et du personnel local de santé. Des approches quantitatives (multiniveau) et qualitatives ont permis de répondre à plusieurs questions, les principaux résultats sont présentés sous forme de trois articles. Résultats : Article 1: « Les facteurs individuels et du milieu de vie associés à la vaccination complète des enfants en milieu rural au Burkina Faso : une approche multiniveau ». En 1998, bien que la propension à la vaccination s’accroisse significativement avec le niveau de vie des ménages et l’utilisation des services de santé, ces 2 variables n’expliquent pas totalement les différences de vaccination observées entre les districts. Plus de 37 % de la variation de la vaccination complète est attribuable aux différences entre les districts sanitaires. A ce niveau, si les ressources du district semblent jouer un rôle mineur, un accroissement de 1 % de la proportion de femmes éduquées dans le district accroît de 1,14 fois les chances de vaccination complète des enfants. Article 2: « Rates of coverage and determinants of complete vaccination of children in rural areas of Burkina Faso (1998 - 2003) ». Entre 1998 et 2003, la couverture vaccinale complète a augmenté en milieu rural, passant de 25,90% à 41,20%. Alors que les ressources du district n’ont présenté aucun effet significatif et que celui de l’éducation s’est atténué avec le temps, le niveau de vie et l’expérience d’utilisation des services de santé par contre, restent les facteurs explicatifs les plus stables de la vaccination complète des enfants. Mais, ils n’expliquent pas totalement les différences de vaccination complète qui persistent entre les districts. Malgré une tendance à l’homogénéisation des districts, 7.4% de variation de la vaccination complète en 2003 est attribuable aux différences entre les districts sanitaires. Article 3: « Cultures locales de vaccination : le rôle central des agents de santé. Une étude qualitative en milieu rural du Burkina Faso ». L’exploration des cultures locales de vaccination montre que les maladies cibles du PEV sont bien connues de la population et sont classées parmi les maladies du «blanc», devant être traitées au centre de santé. Les populations recourent à la prévention traditionnelle, mais elles attribuent la régression de la fréquence et de la gravité des épidémies de rougeole, coqueluche et poliomyélite à la vaccination. La fièvre et la diarrhée post vaccinales peuvent être vues comme un succès ou une contre-indication de la vaccination selon les orientations de la culture locale de vaccination. Les deux centres de santé à l’étude appliquent les mêmes stratégies et font face aux mêmes barrières à l’accessibilité. Dans une des aires de santé, l’organisation de la vaccination est la meilleure, le comité de gestion y est impliqué et l’agent de santé est plus disponible, accueille mieux les mères et est soucieux de s’intégrer à la communauté. On y note une meilleure mobilisation sociale. Le comportement de l’agent de santé est un déterminant majeur de la culture locale de vaccination qui à son tour, influence la performance du programme de vaccination. Tant dans la sphère professionnelle que personnelle il doit créer un climat de confiance avec la population qui acceptera de faire vacciner ses enfants, pour autant que le service soit disponible. Résultats complémentaires : le PEV du Burkina est bien structuré et bien supporté tant par un engagement politique national que par la communauté internationale. En plus de la persistance des inégalités de couverture vaccinale, la pérennité du programme reste un souci de tous les acteurs. Conclusion : Au delà des conclusions propres à chaque article, ce travail a permis d’identifier plusieurs facteurs critiques qui permettraient d’améliorer le fonctionnement et la performance du PEV du Burkina Faso et également de pays comparables. Le PEV dispose de ressources adéquates, ses dimensions techniques et programmatiques sont bien maîtrisées et les différentes initiatives internationales soutenues par les bailleurs de fonds lui ont apporté un support effectif. Le facteur humain est crucial : lors du recrutement du personnel de santé, une attention particulière devrait être accordée à l’adoption d’attitudes d’ouverture et d’empathie vis-à-vis de la population. Ce personnel devrait être en nombre suffisant au niveau périphérique et surtout sa présence et sa disponibilité devraient être effectives. Les liens avec la population sont à renforcer par une plus grande implication du comité de gestion dans l’organisation de la vaccination et en définissant plus clairement le rôle des agents de santé villageois. Ces différents points devraient constituer des objectifs du PEV et à ce titre faire l’objet d’un suivi et d’une évaluation adéquats. Finalement, bien que la gratuité officielle de la vaccination ait réduit les barrières financières, certaines entraves demeurent et elles devraient être levées pour améliorer l’accès aux services de vaccination.
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O modelo de negócio MVNO, acrônimo em inglês para operadoras móveis virtuais, foi introduzido no Brasil em Novembro de 2010 por uma regulamentação específica, visando aumentar a qualidade dos serviços e a competição entre as empresas do setor de Telecomunicações Móveis. O objetivo deste estudo é avaliar o fenômeno MVNO em seu estágio atual de adoção no Brasil, contrapondo as óticas dos atores de mercado, às teorias de Cadeia de Valor (PORTER, 1985), e decupagem da Cadeia de Valor (CHRISTENSEN et al, 2001; ANDERSON; WILLIAMS, 2004). Por se tratar de um fenômeno intrinsecamente ligado à desagregação de atividades de valor, em uma indústria originalmente verticalizada, a análise se concentrou nessa dinâmica, mas não se limitou a ela: o estudo também traz comparações com casos de MVNO estudados em diversos países e outras referências teóricas do campo da Tecnologia da Informação e Comunicação, tais como Economia da Informação (SHAPIRO; VARIAN, 1999), Inovação Disruptiva (CHRISTENSEN; BOWER, 1999), e Dimensões da Inovação (SAWHNEY et al, 2011). A pesquisa se baseou nas categorias conceituais da Abordagem Multinível (POZZEBON; DINIZ, 2011) – Contexto, Processo e Conteúdo – buscando conhecer os perfis e interesses de cada Grupo Social Relevante e a negociação entre os envolvidos. A partir dessa articulação, foi possível compreender o fenômeno e algumas de suas consequências para o cenário brasileiro de Telecomunicações Móveis, destacando-se entre os resultados encontrados: as linhas gerais da nova Cadeia de Valor em formação, a influência decisiva de um grupo social relevante para a adoção do modelo – os MVNE, que são integradores de MVNOs à estrutura das operadoras – e a utilização da regulação para incentivar negócios com aplicações máquina a máquina (M2M). A descrição do modelo e das características que vem assumindo no Brasil proporcionam insumos tanto para praticantes do mercado, quanto para acadêmicos. Estes últimos podem se beneficiar, além de um ponto de partida para pesquisas futuras sobre MVNO no Brasil, de uma inédita articulação da Abordagem Multinível com a teoria de Cadeia de Valor
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Although an increasing number of studies of technological, institutional and organizational change refer to the concepts of path dependence and path creation, few attempts have been made to consider these concepts explicitly in their methodological accounts. This paper addresses this gap and contributes to the literature by developing a comprehensive methodology that originates from the concepts of path dependence and path creation – path constitution analysis (PCA) – and allows for the integration of multi-actor constellations on multiple levels of analysis within a process perspective. Based upon a longitudinal case study in the field of semiconductors, we illustrate PCA ‘in action’ as a template for other researchers and critically examine its adequacy. We conclude with implications for further path-oriented inquiries.