Abstract
Introduction: Numerous studies have focused on psychological assessment of bariatric surgery candidates, aiming to identify which psychological variables, including personality characteristics, are related to successful surgical prognosis.
Objective: To analyze, by means of a systematic literature review, longitudinal studies that investigated personality traits and disorders as possible predictors of outcomes in bariatric surgery.
Method: PsycInfo, PubMed, and Scopus databases were searched for studies published between 2005 and 2015, using the keywords “bariatric” AND “personality.” Quantitative longitudinal studies in English, Portuguese, or Spanish were selected for review if they assessed personality as an outcome predictor of BS in people aged 18 years or older.
Results: Sixteen articles were analyzed. The results of this review suggest that externalizing dysfunctions might be associated with less weight reduction, while internalizing dysfunctions appear to be associated with somatic concerns and psychological distress. The persistence dimension (of temperament in Cloninger's model) was positively associated with greater weight loss, while neuroticism (Five Factor Model) and the occurrence of personality disorders were not predictive of weight loss. Furthermore, the results indicate a tendency towards a reduction in personality disorders and neuroticism scores, and an increase in extroversion scores, after BS.
Conclusions: Assessment of personality characteristics, whether to identify their predictive power or to detect changes during the BS process, is important since it can provide grounds for estimating surgical prognosis and for development of interventions targeting this population.
Keywords: Personality; bariatric surgery; psychopathology; obesity
Resumo
Introdução: A avaliação psicológica de candidatos à cirurgia bariátrica (CB) tem sido foco de inúmeros estudos com a finalidade de identificar quais as variáveis psicológicas, entre elas as características de personalidade, que se relacionam ao prognóstico cirúrgico.
Objetivo: Realizar uma revisão sistemática através de estudos longitudinais que investigaram traços e transtornos de personalidade como possíveis preditores de resultados em CB.
Método: Pesquisas nas bases de dados PsycInfo, PubMed e Scopus foram realizadas entre os anos de 2005 e 2015, considerando os descritores “bariatric” AND “personality”. Foram incluídos estudos longitudinais quantitativos, em inglês, português ou espanhol, que avaliaram personalidade como preditor de desfecho em CB em população com 18 anos ou mais.
Resultados: Dezesseis artigos foram analisados. Os achados sugerem que alterações externalizantes podem estar associadas à menor perda de peso, enquanto que as alterações internalizantes a preocupações somáticas e distúrbios psicológicos; a dimensão persistência (temperamento no modelo de Cloninger) foi associada positivamente a maior perda de peso, enquanto que o fator neuroticismo (Modelo dos Cinco Fatores), e a existência de transtornos da personalidade não foram se mostraram preditivos de perda de peso. Ainda, os resultados indicam uma tendência à redução da prevalência de transtornos de personalidade e diminuição dos escores de neuroticismo e aumento dos escores de extroversão após a CB.
Conclusões: A avaliação das características de personalidade, como poder preditivo ou em suas alterações ao longo do processo da CB, torna-se importante a medida que pode auxiliar no prognóstico cirúrgico e no planejamento de intervenções junto a essa população.
Descritores: Personalidade; cirurgia bariátrica; psicopatologia; obesidade
Introduction
Bariatric surgery (BS) has come to be considered the most effective treatment for achieving sustained weight loss and improvements to the comorbidities associated with obesity (type II diabetes, cholesterolemia, cardiovascular diseases, and others).1,2 The number of BS procedures has increased over recent years, in line with the increasing rates of obesity all over the world. In Brazil, 72 thousand operations were performed in 20133 and around 88 thousand in 2014. It is estimated that 10% of these were performed by the public health system.4 BS is indicated for patients who have undergone other weight loss treatments without success and who have a body mass index (BMI) greater than 40 kg/m2 or BMI over 35 kg/m2 and associated comorbidities.2
Traditionally, studies that assess BS outcomes have primarily focused on percentage of excess weight lost (%EWL), on weight reduction, or on BMI, comparing preoperative and postoperative data. However, other measures are also important for evaluation of the procedure's results, such as improvements in associated comorbidities and in quality of life,5 absence of complications after surgery, and no requirement for reoperation.6
While BS has proven to be an effective procedure for a large proportion of those who are treated, there is a subset of patients (around 20%) who regain weight in the period from 18 months to 2 years after the operation.7-9 Maintenance of weight loss is related to behavioral changes and the ability to implement lifestyle changes, to engagement in physical activities, changing dietary habits, and to development of strategies for coping and for emotional control unrelated to food.10
In addition to variables related to surgery, psychological and emotional factors play an important role in maintenance of long-term results. There is still no consensus in the literature on which elements help or hinder adaptation to the conditions created by surgery, or with relation to maintenance of weight and improved quality of life.9,11 An understanding of predictive variables would be of use to professionals who assess candidates for the procedure and could provide guidance for interventions in this population.
Among others, the following factors have been investigated as predictors of successful procedures: sociodemographic characteristics (e.g. age, sex, educational level),12 health variables (e.g. weight, clinical co-morbidities and psychopathologies),12,13 support network, coping, personal characteristics, and pathological traits (e.g. impulsivity, flexibility).11 Within mental health, studies focused on psychopathological features have attracted interest, especially because it has been found that there is a high prevalence of mental disorders in this population.
Rates of clinical disorders (excluding personality disorders [PD] and mental deficiency) exceed 40% among candidates for BS14–16 and psychiatric comorbidities are also evident.15,16 Depressive, bipolar, anxiety, and eating disorders stand out as the most prevalent.14,15,17 While there may be a higher incidence of mental disorders in the BS candidate population than in the general population, there is a body of work showing that symptoms of depression and anxiety,18–20 psychopathology in general, and eating compulsion20 improve after the procedure has been conducted.
In a similar manner, the prevalence of PD has also been reported to be higher in the population of BS candidates than is found in the general population, with rates exceeding 20%.16,21,22 While these are elevated rates, there is no consensus in the literature with regards to associations between personality characteristics or psychopathologies and outcomes of BS. The psychological/psychiatric practice of assessing candidates for BS needs empirical evidence to support the indications of which patients should be given the procedure, and also to identify factors that represent potential risks to patients.
Personality disorders are characterized by the presence of inflexible, chronic, and pervasive patterns that are stable over time and compromise people's interpersonal functioning.23 The current Diagnostic and Statistical Manual of Mental Disorders (DSM-5)23 offers two ways to classify PD. The ten disorders listed in the previous version of the manual were maintained, and an alternative, hybrid model for personality assessment was also proposed. The new model offers the possibility of a multidimensional assessment of maladaptive personality traits and a clinical classification comprising seven disorders, one of which is personality disorder – trait specified, in which pathological personality traits are identified.
In addition to details of the psychopathologies of PD, the literature also covers theories of personality development, the healthy and adaptive characteristics of personality, and descriptive models of its dimensions or structures. A psychobiological model proposed by Cloninger et al.24 offers an interpretation of the neurobiological bases and genetic antecedents of personality. It comprises four dimensions of temperament (novelty seeking, harm avoidance, reward dependence, and persistence) which describe differences between the ways that people deal with everyday situations, in particular with novelty, danger, punishment, or reward, and three dimensions of character (self-directedness, cooperativeness, and self-transcendence), which exhibit the influence of learning and can be regulated by the environment.
One of the most widely-used, validated, and replicated models of personality structure is the Five-Factor Model (FFM).25 Its five domains are neuroticism, extraversion, agreeableness, conscientiousness, and openness to experience. The personality traits assessed by the five domains are broad and comprehensive, and everybody can be placed within the spectrum for each of the dimensions.25
Although personality characteristics are considered stable and consistent over time, this definition does not imply that there are no changes to the dimensions of traits. Studies have demonstrated that personality traits change in a normative manner within the population, and may be triggered by biological issues (e.g. onset of adolescence) or even by social situations (e.g. professional life).26,27 Since BS is a major procedure and significantly changes patients’ lives, a need has been identified to determine whether this procedure may also be a factor in changing personality characteristics.
There are other interpretations and models of personality. However, the models listed above are those that have been used in the greatest numbers of studies of the BS patient population. In general, studies in this population evaluate changes to personality profiles and characteristics that are liable to change after the surgery or attempt to identify variables that are predictive of better or worse outcomes after the procedure (which may be in relation to weight loss and maintenance, metabolic abnormalities - associated comorbidities, quality of life, compliance with medical guidance, or other elements).
The objectives of this systematic review were to analyze and summarize the results of studies that have evaluated PD or traits/profiles in patients who have undergone BS. Additionally, an attempt was made to understand the relationships between personality traits or disorders that are present preoperatively and outcomes during the postoperative period and changes to characteristics or prevalence of PD between preoperative and postoperative periods.
Method
This systematic review was conducted using the PRISMA criteria.28 Articles describing longitudinal studies were selected on the basis of two criteria: a) they assessed personality traits or disorders as predictors of outcomes of bariatric surgery, or b) assessed changes to personality traits or changes in the prevalence of PD between pre-surgical and post-surgical periods. PsycInfo, PubMed, and Scopus databases were consulted on October 5, 2015, using the keywords “bariatric” AND “personality”. The search criterion adopted for all three databases was these keywords present in any fields for complete articles published from 2005 to 2015.
A database was constructed containing the abstracts and duplicate articles were excluded. Abstracts were assessed by two independent judges and when they did not agree a third judged decided whether the abstract in question would be included on the basis of the previously defined inclusion criteria. When analyzing abstracts, studies were chosen for inclusion that: a) were longitudinal; b) assessed personality prior to surgery and related the findings to an outcome after surgery; c) investigated changes in traits or prevalence of PD; d) were empirical; e) were written in English, Spanish, or Portuguese and, f) had study populations aged over 18. The strategy for abstract selection is illustrated in Figure 1.
The initial search returned 1224 abstracts, 61 published in journals indexed on PsycInfo, 364 on PubMed, and 799 on Scopus. After exclusion of duplicated abstracts, 30 articles met the eligibility criteria and their full texts were read. On reading, it was found that 13 did not meet at least one criterion and the data of interest for this review were the same in two articles,16,29 so the one with the earlier publication date was included and the later article was excluded29 (Figure 1). At the end of this process, 16 articles remained for analysis (one including an errata).
Data were extracted by the lead author and the process employed was discussed by the first three authors and supervised by the last author. The data extracted were related to the study samples (number of participants, mean age, BMI before surgery), personality assessment instruments, pre-surgical and post-surgical assessment times, outcome variable used for analysis of the results of BS (related to the predictive personality variables), and main results related to the objectives of this review.
All 16 articles included were analyzed to assess their methodological quality. The evaluation was conducted according to criteria employed previously by García-Llana et al.30 (adapted from criteria proposed by Berra et al.31), and the results are shown in Table 1.
Results and discussion
After selecting articles that met all of the inclusion criteria, 16 articles remained to be analyzed. Description and discussion of the findings of the review will begin with an analysis of the general characteristics of the studies selected (the samples studied and points in time at which participants were assessed). The results reported in the articles will then be presented and analyzed, first covering studies that investigated personality traits or disorders as predictors of outcomes, and then covering those that assessed changes in personality traits or disorders over time.
General description of articles assessed
The samples assessed in the studies varied in terms of number of participants from a maximum of 85934 to a minimum of 30.35 Among studies that stated the sex of participants, the samples were predominantly female, which is the case in the majority of studies in this area.42–45 In addition to the literature stating that women seek health care more than men, it is also important to take into account the World Health Organization data showing that the prevalence of obesity is higher among females than among males.46
The age of participants ranged from 18 to 65 years, although 12 studies11,21,22,32–39,41 did not provide this data. Similarly, BMI before surgery varied from 30.6 kg/m2 to 108.7 kg/m2, and 13 articles11,12,21,22,29,32,33,35–39,41 did not provide this information. While both these variables (age and BMI) varied widely in the sample, the majority of articles only mention mean and standard deviation, which could compromise readers’ understanding of the data. Along the same lines, it should be considered that different degrees of obesity interfere differently in distinct aspects of life, whether economic (spending on treatment), physical (locomotion, restrictions to activities), psychological (symptoms of anxiety, depression, and eating disorders), medical (comorbidities, life expectancy), or social (prejudice, discrimination, etc).47
With regard to the type of surgery performed, the majority of these studies (10 out of 16) refer to Roux-en-Y Gastric Bypass,12,21,22,29,32-34,36,37,39 among other procedures. The second most common procedure was Adjustable Gastric Band surgery (in six studies).11,14,34,38,40,41
Only two studies specified the period during which preoperative psychological/psychiatric assessment was conducted,14,21 ranging from 1 to 2 months before surgery. Postoperative assessments were conducted at times ranging from 1 to 48 months after the procedure and the majority (11 studies) conducted an evaluation 12 months after the procedure. Three studies12,33,40 assessed patients beyond 12 months, just one of which conducted follow-up at 36 and 48 months.40 It is notable that in the context of personality assessment, few studies conducted long-term follow-up of these patients, especially beyond 18 months, when the likelihood of weight gain is higher.48
The majority of articles (13 out of 16) focused on assessment of personality characteristics or PD as predictors of surgical outcomes, with fewer studies investigating changes in personality profile over time. Of the studies analyzed, five12,14,21,33,41 conducted analyses using the Cloninger et al. psychobiological model,24 two11,38 based assessment on the FFM,25 four14,21,22,40 assessed PD, and a further three21,22,40 analyzed psychopathological characteristics of personality. One article21 investigated both PD and temperament and another11 conducted a predictive analysis of personality characteristics and changes over time.
Table 1 lists the results of the analysis of the articles’ methodological quality. The mean score for the articles was 10.1 points (high quality), varying from 7 to 12 points. Three articles were classified as medium quality (5 to 8 points) and 13 were classed as high quality (9 to 12 points). It is worth highlighting that all of the articles analyzed were classified as medium or high, indicating good overall methodological quality.
Personality traits or disorders (preoperative) and surgical outcomes
Thirteen of the 16 studies assessed focused on relating postoperative outcomes to personality traits or disorders present in the preoperative period. Three of these assessed PD in patients who underwent BS (one of them with the intention of controlling PD as a potential confounding variable),21four analyzed psychopathological characteristics, five focused on personality assessment according to the Cloninger et al. personality model,24 and two used the FFM.25 Table 2 lists data for the samples studied in the articles reviewed. In turn, Table 3 lists the main findings related to the outcome of BS in relation to personality characteristics or PD.
Samples in studies that assessed relationships between outcomes of bariatric surgery and personality characteristics or disorders
Main findings of studies that assessed relationships between outcomes of bariatric surgery and personality characteristics or disorders
The BS outcome variable most frequently analyzed in the studies reviewed was weight reduction (Table 3). Three studies attempted to detect relationships that would predict weight loss and/or treatment compliance variables according to presence of PD. Two of these articles21,22 did not detect a correlation between PD and weight reduction at 12 months and the other40 found a negative association between narcissistic PD and weight loss and adherence to treatment (diet, exercise, percentage attendance at consultations). It is clear that although these studies conducted their assessments using the same instruments, their results are contradictory. It is worth considering that their samples are of limited size and studies with larger samples need to be conducted.
The difficulty involved in conducting such studies is understandable in view of the need for large samples, since the estimated prevalence of any type of PD in the general population is 9-15% (DSM-5). It should also be taken into consideration that the prevalence of PD in clinical samples of candidates for BS appears to be higher,49 which has also been pointed out in the studies analyzed in this review.21,22,29 This indication raises concerns about preoperative assessment in relation to presence of pathology and the postoperative result in these patients.
Among studies that used the Minnesota Multiphasic Personality Inventory (MMPI), two37,39 used version MMPI-250 and the other two32,34 used version MMPI-2R51 (the restructured version). The studies employing the MMPI-2R only used the substantive scales for investigation of relationships with outcomes, whereas those that employed the MMPI-2 used both the validity scales and the clinical scales. The outcome variables assessed in the studies that used the MMPI-2R were weight reduction in both, non-adherence in one study, and somatic complaints, psychological distress and maladaptive eating behavior in the other.
The externalizing dysfunctions domain is related to poor control of impulses and low tolerance of frustration52 and it was found that this domain had a negative association with weight reduction at 12 months and a positive association with maladaptive eating behavior at 3 months. According to the same findings, a compulsive personality profile was also negatively associated with weight reduction.37 Although the authors did not describe what they considered maladaptive eating behavior to comprise (it is unclear whether they are referring, for example, to non-compliance with nutritional guidance, to psychopathological eating behavior, bulimia, etc.) and the instrument employed to assess it is unpublished, it nevertheless appears that patients who exhibited dysfunctions in the externalizing domain were already exhibiting unhealthy eating behavior at 3 months and were more likely not to attend consultations 12 months after the procedure.
With regard to this, there are reports in the literature that eating compulsion present at preoperative assessment is predictive of eating compulsion during the postoperative period,53 although there is a tendency for the prevalence of eating disorders to reduce after surgery.54 However, there is not yet consensus between studies with regard to predicting weight loss using eating disorders at preoperative assessment as predictive variables.45,53–55 Additional studies that evaluate associations between maladaptive eating behavior and weight loss over the long term are needed to address this issue.
While externalizing dysfunctions appear to be more related to less weight loss and to maladaptive eating behavior, internalizing dysfunctions exhibited associations with somatic complaints and psychological distress. Once more, the authors do not describe the outcome variables (somatic complaints and psychological distress), but it appears to make sense that internalizing dysfunctions, i.e. those that are expressed internally and are normally characterized by sadness, anxiety, withdrawal, excessive worrying, and fears,56 would be associated with emotional distress and concerns.
Two studies37,39 diverged in terms of the validity scales. Belanger et al. found an association between higher K scores (indicative of greater resistance to revealing personal information) and less BMI reduction at all assessment times, while Bannen et al.39 found a negative association between both this factor and S (superlative self-presentation) and belonging to a group of challenging-to-manage patients. Bearing in mind the characteristics associated with the other validity scales, it is possible that hypersensitivity to criticism, difficulties solving problems, and higher scores for stress and depressive symptomology may be associated with worse compliance with guidance and attendance at follow-ups during the postoperative period.39
Persistence was the factor of temperament that exhibited the greatest consistency with weight loss during the postoperative period, detected by three out of five articles that assessed personality using the Cloninger psychobiological model.14,21,33 The persistence factor relates to persistence in an action, despite an absence of reinforcement. In view of the populations being studied – people who have undergone BS – it is understandable that adherence to physicians’ instructions, nutritional guidance, and advice on physical activity in the face of reductions in weight loss over time is essential for achieving the long-term objectives.
It has been documented that the initial weight loss, together with external reinforcement (compliments, comments), is in itself highly gratifying for patients.48 However, these reinforcements are attenuated over time and it is possible that the persistence personality trait helps in maintenance of the behavior acquired, as was seen in a study that indicated that even 24 months after the procedure this trait remains predictive of weight loss.33
With reference to other factors of temperament, in isolation, two articles found positive correlations between novelty seeking33 and harm avoidance21 and weight loss at 12 months. The factor reward dependence was not correlated with any of the outcomes in any of the articles reviewed.
Among the dimensions of character, self-transcendence was identified in two articles as a predictor of the outcome of surgery. In one of them33 it was associated with lower weight loss at 12 and 24 months and in the other41 with a lower likelihood of vomiting at 6 months. Neither study found associations with weight loss at 6 months. While these results are not contradictory, they are in opposite directions. Considering that the sample in one of these studies was small41 and that other articles12,14,21 did not detect these associations, it can be concluded that there is no consensus in relation to self-transcendence and outcomes of weight reduction or bulimic behavior/ vomiting.
Just two articles associated the other two factors that comprise the Character dimension of the Cloninger model with weight loss, cooperativeness in one12 and self-directedness in another.41 These characteristics of character do not appear to be determinants of weight loss in patients who underwent BS.
Two studies investigated the characteristics of personality according to the FFM as predictors of weight loss, quality of life,11,38 psychological stress, and wellbeing.38 Neither the Social Anxiety factors from the Dutch Personality Questionnaire (DPQ) nor neuroticism from the DPQ or the NEO-PI-R had predictive power for any outcome in these studies.11,38 Longitudinal studies that conducted follow-up of patients who underwent BS have indicated a reduction in neuroticism scores after surgery.11,36 It is possible that these findings reflect this change, although the small sample size in one of these studies should be taken into account.
When interpreting the findings of personality characteristics or PD as predictors of the results of BS, it must be considered that the samples of the studies reviewed all comprised participants who had the indications for this surgical procedure. This implies a sampling bias, since it is possible that participants with severe personality symptoms or disorders were refused the procedure or were given some other treatment prior to BS. As such, the severity of pathology would have been considered during clinical assessment for referral of patients for BS, since it interferes in patients’ capacity for discernment, decision making, and compliance with guidance provided by the multidisciplinary team.57,58 The importance of predictive studies of personality related to non-adaptive or risky eating behaviors and surgical complications should also be highlighted.
Changes in personality traits or disorders after bariatric surgery
Four of the 16 studies reviewed attempted to understand changes to personality traits or disorders between preoperative and postoperative periods (Table 4). One of these29 assessed changes in the prevalence of PD and the other three11,35,36 investigated changes in the characteristics of personality assessed by the FFM.
Only one study29 analyzed changes in the prevalence of mental disorders over time. The reason that researchers have invested little in studying personality psychopathology is possibly that they consider it to be a construct that is more stable over time, with less flexible and more pervasive patterns,23 that would be less likely to change, in addition to the need for large samples (as mentioned above).
In contrast with what was expected, Lier et al.29 reported a reduction in general personality psychopathology 1 year after the surgical procedure, particularly in avoidant PD. Since BS is a major procedure that results in significant changes to the physical appearance of patients, who report improved self-esteem and reduced anxiety,19,43 and bearing in mind the characteristics of avoidant PD (increased sensitivity to criticism, fear of ridicule, feelings of inferiority, avoidance of intimacy, among others), it might be expected that this pathology could be resolved.
The study investigating change in the prevalence of PD reviewed here29 indicated that there were more patients with PD from Cluster C (avoidant PD, dependent PD, and obsessive-compulsive PD) at preoperative assessment, whereas other studies have detected a higher incidence of patients with PD from Cluster B (especially borderline PD, histrionic PD, and narcissistic PD).21,40
With regard to changes in personality traits, specifically the neuroticism factor, one study35 reported no changes and two studies11,36 exhibited a significant reduction from the preoperative to postoperative periods (at 12 and 24 months, respectively). High scores for the neuroticism factor are related to emotional instability, susceptibility to anxiety, rage, depression, and impulsive acts.59 According to the studies analyzed, it appears that there is a tendency towards better emotional stability after the surgical procedure, which could be associated with the metabolic changes related to surgery. One study found that a reduction in markers of inflammatory processes (interleukin-6 and high sensitivity C-reactive protein) mediated the reduction in scores for anxiety and depression.36
The extraversion factor increased in one of the studies35 and the social anxiety factor from the DPQ reduced after the surgical procedure. Although one of the studies did not detect this change, it is possible that undergoing the surgery, and especially the weight reduction and improvement in mood symptoms, make people more likely to engage in a greater number of social relationships because they feel more confident and have higher self-esteem.
The factors conscientiousness, agreeableness, and openness to experience were only investigated in one of the studies.35 The authors observed an increase in conscientiousness and agreeableness, but not in openness to experience.
A meta-analysis that investigated normative changes in personality traits found that conscientiousness, extraversion, and emotional stability increase at the start of adulthood. Furthermore, it found that there was an increase in openness to experience in adolescence and a reduction in later life.60 It is therefore understood that there is a normal pattern of personality change that is age dependent. The articles analyzed in this review did not control for normal changes in personality, which could have increased the information available with relation to the impact that BS has on change in personality traits.
Final comments
This review analyzed articles with a longitudinal design that investigated outcomes of BS according to personality characteristics or disorders or assessed personality changes from preoperative to postoperative assessments. Although a very wide-ranging search of three different databases was conducted, it is possible that some relevant studies may have been omitted because of the inclusion criteria chosen or because they were listed on different databases.
The main findings of this review indicate that lesser and greater degrees of weight loss during the postoperative period are associated, respectively, with externalizing dysfunctions and characteristics of persistence that are present at preoperative assessment; while postoperative emotional or psychological disorders were associated with emotional or internalizing dysfunctions. After the surgery, it is possible that there are improvements in some PD, indicated by reductions in their prevalence rates; easier social relations (increased extraversion scores), and greater emotional stability (reduction in scores for neuroticism). According to these findings, it is concluded that preoperative assessment of personality characteristics as part of predictive investigations and longitudinal follow-up of their characteristics and prevalence can help with understanding the different surgical prognoses. It should be highlighted that greater investment is needed in studies of outcomes beyond those restricted to issues of weight.
Acknowledgements
We are especially grateful to Dr. Eduardo Remor for his help providing suggestions and material for this review. We are also grateful for financial support from Fundo de Incentivo à Pesquisa – Hospital de Clínicas de Porto Alegre (FIPE-HCPA), Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES) (2 doctoral bursaries), and Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) (1 master's scholarship and 1 research productivity grant, 1D).
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Publication Dates
-
Publication in this collection
12 June 2017 -
Date of issue
Apr-Jun 2017
History
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Received
15 Feb 2016 -
Accepted
24 Jan 2017