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1.
Sci Rep ; 14(1): 15809, 2024 07 09.
Artigo em Inglês | MEDLINE | ID: mdl-38982156

RESUMO

One of the most used self-administered instruments to assess persecutory delusions is the Persecutory Ideation Questionnaire (PIQ). Individual differences in PIQ scores are important because they predict the severity of symptoms associated with psychosis-related disorders. The current research demonstrates that PIQ is associated with two new outcomes: Satisfaction with life (Studies 1 and 2) and therapy length needed for hospital discharge (Study 2). Most relevant, we introduce meta-cognitive confidence in one's scale responses as a construct capable of improving the predictive validity of the PIQ. Across two studies, participants from the general population (Study 1) and from a clinical sample (Study 2) completed the PIQ and then reported the confidence in their responses. As expected, the PIQ was associated with satisfaction with life in both cases and duration of therapy required to receive hospital discharge for the clinical sample. Most importantly, confidence further moderated the extent to which the PIQ scores were linked with both outcomes, with greater consistency between the PIQ and the dependent measures obtained for those with higher confidence. Therefore, asking a single item about the confidence associated with responses to the PIQ enhances the association of PIQ scores and relevant consequences across domains.


Assuntos
Delusões , Humanos , Feminino , Masculino , Inquéritos e Questionários , Adulto , Pessoa de Meia-Idade , Delusões/psicologia , Transtornos Psicóticos/psicologia , Adulto Jovem , Satisfação Pessoal
2.
Int J Behav Med ; 2023 Jun 14.
Artigo em Inglês | MEDLINE | ID: mdl-37316752

RESUMO

BACKGROUND: The study of the COVID-19 disease consequences on healthcare professionals' mental health has drawn a great interest in psychology and other behavioral sciences. Previous studies mainly focused on professionals' health in terms of psychopathology, therefore, there is no research examining their positive mental health during both the first and the second wave. Also, there is no research studying healthcare professionals' social recognition during the pandemic and the influence of this variable on professionals' positive health. METHODS: Following the WHO's recommendations, our objective was to measure pathology (i.e., anxiety and traumatic intensity), positive health (i.e., Hedonic, Psychological and Social Well-being) and social recognition in a sample of 200 healthcare professionals in the frontline care of Covid-19 patients. RESULTS: In both waves, participants showed high levels of anxiety and traumatic intensity, although, as expected, in the second (vs. the first) wave psychopathological symptoms decreased. Concerning positive health indicators, in the second wave, health professionals showed more hedonic and psychological well-being than in the first one. However, in the second wave social well-being was lower than in the first wave, an expected though apparently paradoxical result, linked to the decrease in healthcare professionals' social recognition between the first and the second wave. In fact, bootstrapping procedures and Sobel Test confirm the mediating role of social recognition on the effect of Covid-19 wave on social well-being. CONCLUSIONS: Public institutions, governments, and society in general, should recognize health professionals' work, given that social recognition is a fundamental protection factor for social well-being.

3.
Psicothema ; 34(2): 316-322, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35485546

RESUMO

BACKGROUND: Well-being has become a core concept in the study of positive child health, however, previous instruments for well-being evaluation have been centered mainly on the hedonic component. Therefore, the objective of this study was to adapt the Psychological Well-being Scales for assessing eudaimonic well-being in children and adolescents using a single-item per dimension approach. METHOD: A total of 312 participants (52.9% girls; ages 10-18) from Spain completed the Psychological Well-Being Scales Short Form, the WHO-5 Well-Being Index, and their psychological well-being was evaluated via a semi-structured interview by a developmental psychologist who was an expert in positive psychology. RESULTS: Parallel analysis and exploratory factor analysis suggested a unidimensional structure that showed an excellent fit to the data. The new measure also demonstrated scalar invariance across gender and age. Moreover, the new scale significantly correlated with both WHO-5 and the expert´s ratings of psychological well-being, indicating adequate criterion validity. CONCLUSIONS: The Psychological Well-Being Scales Short Form is a useful, brief measuring instrument that reduces children cognitive fatigue during evaluation.


Assuntos
Reprodutibilidade dos Testes , Adolescente , Criança , Análise Fatorial , Feminino , Humanos , Masculino , Espanha
4.
Psicothema (Oviedo) ; 34(2): 316-322, 2022. tab, graf
Artigo em Inglês | IBECS | ID: ibc-204120

RESUMO

Background: Well-being has become a core concept in the study of positivechild health, however, previous instruments for well-being evaluation havebeen centered mainly on the hedonic component. Therefore, the objectiveof this study was to adapt the Psychological Well-being Scales for assessingeudaimonic well-being in children and adolescents using a single-item perdimension approach. Method: A total of 312 participants (52.9% girls;ages 10-18) from Spain completed the Psychological Well-Being ScalesShort Form, the WHO-5 Well-Being Index, and their psychological well-being was evaluated via a semi-structured interview by a developmentalpsychologist who was an expert in positive psychology. Results: Parallelanalysis and exploratory factor analysis suggested a unidimensionalstructure that showed an excellent fit to the data. The new measure alsodemonstrated scalar invariance across gender and age. Moreover, thenew scale significantly correlated with both WHO-5 and the expert’sratings of psychological well-being, indicating adequate criterion validity.Conclusions: The Psychological Well-Being Scales Short Form is a useful,brief measuring instrument that reduces children cognitive fatigue duringevaluation.


Antecedentes: el bienestarse ha convertido en un concepto central para el estudio de la salud infantil,aunque los instrumentos previos para su evaluación se han centrado en sucomponente hedónico. Por ello, nuestro objetivo fue adaptar las Escalasde Bienestar Psicológico para su uso con niños y adolescentes utilizandoun enfoque de un único ítem por dimensión. Método: un total de 312participantes (52,9% mujeres; edades 10-18) españoles completaron lanueva versión reducida de las escalas de bienestar psicológico, el índicede bienestar de la OMS-5, y su bienestar fue evaluado mediante unaentrevista semiestructurada. Resultados: el análisis paralelo y el análisisfactorial exploratorio sugirieron una estructura unidimensional quemostró un ajuste excelente a los datos. Además, la nueva medida presentóinvariancia escalar para el género y la edad. La nueva escala correlacionósignificativamente con la escala de OMS-5, así como con la evaluacióndel experto externo sobre la satisfacción con la vida global, indicando unaadecuada validez de criterio. Conclusiones: la versión reducida de lasEscalas de Bienestar Psicológico para jóvenes ha mostrado unas excelentespropiedades psicométricas, siendo un instrumento de medición breve quereduce la fatiga cognitiva de los jóvenes durante la evaluación.


Assuntos
Humanos , Masculino , Feminino , Criança , Adolescente , Espanha , Saúde da Criança , Entrevista Psicológica , Qualidade de Vida , Adolescente , Análise Fatorial , Psicologia , Reprodutibilidade dos Testes
5.
Health Qual Life Outcomes ; 19(1): 207, 2021 Aug 28.
Artigo em Inglês | MEDLINE | ID: mdl-34454527

RESUMO

BACKGROUND: The effect of COVID-19 on Health-Care Professionals' mental health has received increased attention in the last year's literature. However, previous studies essentially evaluated psychopathological symptoms and not the presence of positive mental health. Therefore, the first objective of the present research is to evaluate health-care professionals' mental illness (i.e., anxiety and traumatic intensity) and positive mental health (i.e., well-being) using the Complete State Model of Health. Our second objective is to study the effect of Personal Protection Equipment availability on professionals' mental health. METHODS: Two-hundred and thirty-two health-care professionals working in Spain in the first line of COVID-19 patient care participated in the study. To measure anxiety, traumatic intensity and well-being participants completed the State Trait Anxiety Inventory, the Davidson Trauma Scale, and the Mental Health Continuum-Short Form. Pearson correlations were used to examine the relationships between all scales. In order to test the two continua model of mental health, we used parallel analysis and exploratory factor analysis. To analyze anxiety, traumatic intensity, and well-being differences between health-care professionals with and without Personal Protection Equipment availability we conducted different ANOVAS. To test our hypothesis regarding the moderating role of Personal Protection Equipment availability in the effect of mental illness on positive mental health, data were subjected to a hierarchical regression analysis. RESULTS: As in previous studies, health-care professionals showed high levels of anxiety and traumatic intensity. They also presented low levels of well-being indicators. According to our hypothesis, results of parallel analysis and exploratory factorial analysis indicated that the measures of mental illness and positive mental health loaded on separate but correlated factors. Finally, Personal Protection Equipment availability moderated the effects of state anxiety and traumatic intensity on professionals' well-being. CONCLUSIONS: Health-care professionals' mental illness and positive mental health reflect distinct continua, rather than the extreme ends of a single spectrum. Therefore, it is essential to measure both psychopathology and the presence of positive health to comprehensively evaluate professionals' mental health. Finally, our results indicated that Personal Protection Equipment availability is essential not only for professionals' physical health, but also for their mental health.


Assuntos
Ansiedade/psicologia , COVID-19/psicologia , Pessoal de Saúde/psicologia , Equipamento de Proteção Individual/provisão & distribuição , Qualidade de Vida/psicologia , Adulto , Idoso , COVID-19/epidemiologia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Equipamento de Proteção Individual/estatística & dados numéricos , SARS-CoV-2 , Espanha/epidemiologia
6.
Front Psychol ; 10: 2099, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31572275

RESUMO

INTRODUCTION: Pathological confidence in one's thoughts is a key mechanism of chronic paranoid thinking. For this reason, many of the current therapies focus on trying to reduce it. In fact, the way some antipsychotics (e.g., haloperidol) work seems to be through the induction of doubt. Because of the impact of these pathological thoughts on positive health, studying the well-being of people who experience paranoid thoughts is fundamental. The first objective of this research is to apply the Complete State Model of Health (CSMH) to a sample of patients characterized by the presence of paranoid thinking. Our second objective is to evaluate the impact of therapies based on reducing pathological confidence on patients' well-being. METHODS: Sixty participants with SCID-5 confirmed DSM-5 diagnosis related with paranoid thinking and without mood symptoms were recruited. In order to test the existence of a two continua model of mental health (CSMH), we conducted a parallel analysis and an exploratory factor analysis. To test our hypothesis regarding the partially mediating role of doubt between paranoid thinking and patients' well-being, we conducted a biased corrected bootstrapping procedure. RESULTS: As expected, two different unipolar dimensions emerged from the measures used to assess paranoid thinking and positive health (two continua model of mental health). When patients received metacognitive and pharmacological treatment, more paranoid thinking led to more doubt in all thoughts, which in turn affected well-being. The analyses carried out confirmed the partial mediating role of doubt. CONCLUSION: Despite the efficacy shown by both metacognitive therapies and antipsychotics, it seems that they not only reduce pathological confidence, but can also affect other thoughts not linked to delirium. This effect of generalization of doubt in all thoughts negatively affected patients' well-being and quality of life.

7.
Health Qual Life Outcomes ; 16(1): 96, 2018 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-29764432

RESUMO

BACKGROUND: The effect of indirect (versus direct) exposure to a traumatic event on the quality of life of terrorist attack victims has received considerable attention in the literature. However, more research is required to examine whether the symptoms and underlying processes caused by both types of exposure are equivalent. Our main hypothesis is that well-being plays a different role depending on indirect vs. direct trauma exposure. METHODS: In this cross-sectional study, eighty direct victims of 11-M terrorist attacks (people who were traveling in trains where bombs were placed) and two-hundred indirect victims (individuals highly exposed to the 11-M terrorist attacks through communications media) voluntarily participated without compensation. To test our hypothesis regarding the mediating role of indirect exposure, we conducted a biased corrected bootstrapping procedure. To test our hypothesis regarding the moderating role of direct exposure, data were subjected to a hierarchical regression analysis. RESULTS: As predicted, for indirect trauma exposure, well-being mediated the relationship between post-traumatic dysfunctional cognitions and trauma symptoms. However, for direct trauma exposure, well-being moderated the relationship between post-traumatic dysfunctional cognitions and trauma symptoms. CONCLUSIONS: The results of our study indicate that the different role of well-being found between indirect (causal factor) and direct exposure (protective factor) should be taken into consideration in interventions designed to improve victims' health.


Assuntos
Vítimas de Crime/psicologia , Meios de Comunicação de Massa , Qualidade de Vida/psicologia , Transtornos de Estresse Pós-Traumáticos/etiologia , Terrorismo/psicologia , Adulto , Bombas (Dispositivos Explosivos) , Estudos Transversais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Ferrovias , Análise de Regressão , Espanha , Transtornos de Estresse Pós-Traumáticos/psicologia , Adulto Jovem
8.
J Pers Soc Psychol ; 114(5): 693-718, 2018 May.
Artigo em Inglês | MEDLINE | ID: mdl-29672103

RESUMO

Anger, disgust, surprise, and awe are multifaceted emotions. Both anger and disgust are associated with feeling unpleasant as well as experiencing a sense of confidence, whereas surprise and awe tend to be more pleasant emotions that are associated with doubt. Most prior work has examined how appraisals (confidence, pleasantness) lead people to experience different emotions or to experience different levels of intensity within the same emotion. Instead, the current research focused on the consequences (rather the antecedents) of appraisals of emotion, and it focuses specifically on the consequences for thought usage rather than the consequences for generating many or few thoughts. We show that when these four emotions are induced following thought generation, thoughts can be used either more or less with each emotion depending on whether the pleasantness/unpleasantness or confidence/doubt appraisal is made salient. In five experiments, it was predicted and found that anger and disgust following thought generation led to more thought use than surprise and awe when a confidence appraisal for the emotion was encouraged, but led to less thought use than surprise and awe when a pleasantness appraisal was made salient. The current studies are the first to reveal that different appraisals can lead to different (even opposite) outcomes on thought usage within the same experimental design. (PsycINFO Database Record


Assuntos
Cognição/fisiologia , Emoções/fisiologia , Estudantes/psicologia , Estudantes/estatística & dados numéricos , Adulto , Ira/fisiologia , Asco , Feminino , Grécia , Humanos , Masculino , Ohio , Espanha , Adulto Jovem
9.
Psicothema (Oviedo) ; 29(4): 502-507, nov. 2017. graf
Artigo em Inglês | IBECS | ID: ibc-167758

RESUMO

Background: This research explores the extent to which attitudes towards an environmentally-friendly topic (a green company) are affected by a "tip of the tongue" (TOT) experience. Method: In this experiment, participants were first exposed to a description of a green company that elicited mostly positive or negative thoughts. As part of an apparently unrelated study, participants were then asked to describe an experience of TOT that either was or was not successfully resolved. The recalling task was independent from the thoughts about the company. Finally, participants reported their attitudes toward the green company for which they initially listed thoughts. Results: Participants who recalled resolving a TOT experience relied on their thoughts about the initial (unrelated) green company more in forming their evaluations than did participants who recalled an unresolved TOT experience. Conclusion: Attitudes can be affected by thinking about an unrelated past meta-cognitive experience (AU)


Antecedentes: la presente investigación explora en qué medida las actitudes hacia un tema relativo al medioambiente (una empresa verde) están afectadas por el recuerdo de una experiencia pasada del fenómeno de la "punta de la lengua" (tip of the tongue; TOT). Método: los participantes leyeron una descripción de una empresa ecológica diseñada para producir pensamientos positivos o pensamientos negativos hacia la misma. A continuación se pidió a los participantes que pensaran sobre situaciones pasadas en las que habían experimentado una experiencia de TOT que fueron capaces de resolver resuelta o que no pudieron resolver. Finalmente, todos los participantes indicaron sus actitudes hacia la empresa verde sobre la que habían listado pensamientos inicialmente. Resultados: los participantes que recordaron haber resuelto la experiencia pasada de TOT usaron más los pensamientos que tenían en ese momento hacia la empresa comparado con aquellos que recordaron una experiencia TOT que no fueron capaces de resolver. Conclusión: las actitudes pueden variar en función del recuerdo de experiencias meta-cognitivas pasadas, aunque sean sobre temas no relacionados (AU)


Assuntos
Humanos , Rememoração Mental , Metacognição , Etiqueta Ecológica , Comunicação Persuasiva , Testes Neuropsicológicos/estatística & dados numéricos , Sugestão
10.
Psicothema ; 29(4): 502-507, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-29048310

RESUMO

BACKGROUND: This research explores the extent to which attitudes towards an environmentally-friendly topic (a green company) are affected by a “tip of the tongue” (TOT) experience. METHOD: In this experiment, participants were first exposed to a description of a green company that elicited mostly positive or negative thoughts. As part of an apparently unrelated study, participants were then asked to describe an experience of TOT that either was or was not successfully resolved. The recalling task was independent from the thoughts about the company. Finally, participants reported their attitudes toward the green company for which they initially listed thoughts. RESULTS: Participants who recalled resolving a TOT experience relied on their thoughts about the initial (unrelated) green company more in forming their evaluations than did participants who recalled an unresolved TOT experience. CONCLUSION: Attitudes can be affected by thinking about an unrelated past meta-cognitive experience.


Assuntos
Atitude , Conservação dos Recursos Naturais , Rememoração Mental , Feminino , Humanos , Indústrias , Masculino , Adulto Jovem
11.
Span J Psychol ; 18: E71, 2015 Sep 17.
Artigo em Inglês | MEDLINE | ID: mdl-26377230

RESUMO

Self-Monitoring (SM) is a concept that refers to individual differences in this orientation toward regulation of social behavior. The goal of the present research was to provide a Spanish adaptation of Snyder and Gangestad's (1986) Revised SM Scale. After conducting an initial pilot study, results showed that the Spanish version of the scale had good internal reliability and adequate factor structure. In Study 1, analyses support a unidimensional structure of the scale (χ2/df = 2.64; GFI = .97; IFI = .97; TLI = .96; RMSEA = .06). In Study 2, the scale showed discriminant validity from other individual differences measures, such as Need for Cognition (r = 0.12 p = 0.14), Social Desirability (r = 0.06, p > .45) and Extraversion (r = 0.28 p = .001). In Study 3, the scale showed adequate test-retest reliability (r = 0.71, p < .001). Finally, using a paradigm of attitude-behavior consistenty, Study 4 showed that the validated scale also had good predictive validity (B = -0.819, p = .035).


Assuntos
Autocontrole/psicologia , Adolescente , Adulto , Idoso , Análise Fatorial , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Testes Psicológicos/normas , Reprodutibilidade dos Testes , Adulto Jovem
12.
Psicothema ; 27(3): 247-53, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26260932

RESUMO

BACKGROUND: In the study of well-being there are two partially overlapping traditions that have been developed in parallel. Subjective well-being (SWB) has been associated with the hedonistic approach of well-being, and psychological well-being (PWB) with the eudaimonistic one. However, satisfaction with life, the most common SWB indicator, is not strictly a hedonic concept and contains many eudaimonic components. The objective of this research is to examine whether a Eudaimonic Well-being G-Factor of Satisfaction with Life (SWLS) and Psychological Well-being Scales (PWBS) emerges. METHOD: 400 people from the general population of Colombia (Study 1) and 401 from Spain (Study 2), recruited via advertisement, voluntarily participated and filled in a booklet containing, in order of appearance, the PWBS and the SWLS. RESULTS: According to our hypothesis, parallel analysis, eigenvalues, scree plot graphs and exploratory factor analysis (Study 1) suggested the existence of a one-factor structure. Confirmatory factor analysis (Study 2) indicated that this one-factor model provided excellent data fit. Results of a multi-group confirmatory factor analysis confirmed cross-cultural factor invariance. CONCLUSIONS: These results question the view that the satisfaction with life indicator is uniquely hedonic and point to the need for a greater integration between hedonic and eudaimonic traditions.


Assuntos
Cultura , Felicidade , Satisfação Pessoal , Filosofia , Virtudes , Adolescente , Adulto , Colômbia , Análise Fatorial , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Modelos Psicológicos , Princípio do Prazer-Desprazer , Qualidade de Vida , Espanha , Adulto Jovem
13.
Psicothema (Oviedo) ; 27(3): 247-253, ago. 2015. tab, graf
Artigo em Inglês | IBECS | ID: ibc-139387

RESUMO

BACKGROUND: In the study of well-being there are two partially overlapping traditions that have been developed in parallel. Subjective well-being (SWB) has been associated with the hedonistic approach of well-being, and psychological well-being (PWB) with the eudaimonistic one. However, satisfaction with life, the most common SWB indicator, is not strictly a hedonic concept and contains many eudaimonic components. The objective of this research is to examine whether a Eudaimonic Well-being G-Factor of Satisfaction with Life (SWLS) and Psychological Well-being Scales (PWBS) emerges. METHOD: 400 people from the general population of Colombia (Study 1) and 401 from Spain (Study 2), recruited via advertisement, voluntarily participated and filled in a booklet containing, in order of appearance, the PWBS and the SWLS. RESULTS: According to our hypothesis, parallel analysis, eigenvalues, scree plot graphs and exploratory factor analysis (Study 1) suggested the existence of a one-factor structure. Confirmatory factor analysis (Study 2) indicated that this one-factor model provided excellent data fi t. Results of a multi-group confirmatory factor analysis confirmed cross-cultural factor invariance. CONCLUSIONS: These results question the view that the satisfaction with life indicator is uniquely hedonic and point to the need for a greater integration between hedonic and eudaimonic traditions


ANTECEDENTES: en el estudio del bienestar existen dos tradiciones parcialmente solapadas que se han desarrollado en paralelo. El bienestar subjetivo (BS) se ha asociado tradicionalmente con la aproximación hedonista y el bienestar psicológico (BP) con la eudaimonista. Sin embargo, la satisfacción con la vida, el indicador más empleado de BS, incluye componentes claramente eudaimónicos. El objetivo de esta investigación es analizar si emerge un Factor G-Bienestar Eudaimónico de la Escala de Satisfacción con la Vida (ESV) y las Escalas de Bienestar Psicológico de Ryff (EBP). MÉTODO: 400 personas de población general de Colombia (estudio 1) y 401 de España (estudio 2) completaron, en este orden, las EBP y las ESV. RESULTADOS: el Análisis Paralelo de Horn y el Análisis Factorial Exploratorio (estudio 1) indicaron la existencia de una estructura de un factor. El Análisis Factorial Confirmatorio (estudio 2) demostró que el modelo de un factor se ajustaba de forma excelente a los datos. Mediante un análisis factorial confirmatorio multi-grupo se confirmó la invarianza factorial transcultural. CONCLUSIONES: estos resultados cuestionan que la satisfacción con la vida sea un indicador únicamente hedónico y señalan la necesidad de que se produzca una mayor integración entre la tradición hedónica y eudaimónica


Assuntos
Feminino , Humanos , Masculino , Vida , Valor da Vida , Satisfação Pessoal , Comparação Transcultural , Psicologia Social/métodos , Psicologia Social/estatística & dados numéricos , Qualidade de Vida/psicologia , Condições Sociais/tendências , Colômbia/epidemiologia , Espanha/epidemiologia , Análise Fatorial
14.
Span. j. psychol ; 18: e71.1-e71.11, 2015. tab, ilus
Artigo em Inglês | IBECS | ID: ibc-140942

RESUMO

Self-Monitoring (SM) is a concept that refers to individual differences in this orientation toward regulation of social behavior. The goal of the present research was to provide a Spanish adaptation of Snyder and Gangestad's (1986) Revised SM Scale. After conducting an initial pilot study, results showed that the Spanish version of the scale had good internal reliability and adequate factor structure. In Study 1, analyses support a unidimensional structure of the scale (χ2/df = 2.64; GFI = .97; IFI = .97; TLI = .96; RMSEA = .06). In Study 2, the scale showed discriminant validity from other individual differences measures, such as Need for Cognition (r = 0.12 p = 0.14), Social Desirability (r = 0.06, p > .45) and Extraversion (r = 0.28 p = .001). In Study 3, the scale showed adequate test-retest reliability (r = 0.71, p < .001). Finally, using a paradigm of attitude-behavior consistenty, Study 4 showed that the validated scale also had good predictive validity (B = -0.819, p = .035) (AU)


No disponible


Assuntos
Feminino , Humanos , Masculino , Escalas de Graduação Psiquiátrica Breve/estatística & dados numéricos , Escalas de Graduação Psiquiátrica Breve/normas , Atitude , Psicometria/métodos , Individualidade , Personalidade/fisiologia , Determinação da Personalidade/estatística & dados numéricos , Análise Fatorial , Análise Discriminante
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